{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-06T01:30:00.626727Z",
     "start_time": "2025-01-06T01:30:00.087321Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sympy.printing.pretty.pretty_symbology import line_width\n"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:32:06.471746Z",
     "start_time": "2025-01-06T01:32:06.360046Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(1,8)\n",
    "y=[17,17,18,15,11,11,13]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "6535ac0f42e68914",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:35:20.460888Z",
     "start_time": "2025-01-06T01:35:20.340179Z"
    },
    "tags": [
     "8"
    ]
   },
   "cell_type": "code",
   "source": [
    "#折线样式,颜色\n",
    "x=range(1,8)\n",
    "y=[17,17,18,15,11,11,13]\n",
    "plt.plot(x,y,color='red',alpha=0.5,linestyle='--',linewidth=3)\n",
    "plt.show()"
   ],
   "id": "bf6c865949490744",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:36:58.152822Z",
     "start_time": "2025-01-06T01:36:58.049298Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#折点样式，\n",
    "x=range(1,8)\n",
    "y=[17,17,18,15,11,11,13]\n",
    "plt.plot(x,y,marker='v')\n",
    "plt.show()"
   ],
   "id": "6440fd1288b276ac",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:03:06.469393Z",
     "start_time": "2025-01-06T02:03:06.285779Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x=range(2,26,2)\n",
    "y=[random.randint(15,30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# plt.show()\n",
    "# plt.savefig('t1.png')\n",
    "plt.savefig('./t1.svg')"
   ],
   "id": "9f6273f436089702",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:52:46.384088Z",
     "start_time": "2025-01-06T01:52:46.239218Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#设置x轴和y轴的刻度\n",
    "import random\n",
    "x=range(2,26,2)\n",
    "y=[random.randint(15,30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "#构建x轴刻度标签\n",
    "x_ticks_label=[\"{}:00\".format(i) for i in x]\n",
    "plt.xticks(x,x_ticks_label,rotation=45)\n",
    "#构建y轴刻度标签\n",
    "y_ticks_label=[\"{}°C\".format(i) for i in range(min(y),max(y)+1)]\n",
    "print(y_ticks_label)\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "f7122ee4af54ed1b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['22°C', '23°C', '24°C', '25°C', '26°C', '27°C', '28°C', '29°C', '30°C']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:57:50.242126Z",
     "start_time": "2025-01-06T01:57:50.030898Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#设置显示中文\n",
    "x=range(0,120)\n",
    "y=[random.randint(10,30) for i in range(120)]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font=font_manager.FontProperties(fname=\"C:\\Windows\\Fonts\\simhei.ttf\",size=20)\n",
    "plt.xlabel(\"时间\",fontproperties=my_font)\n",
    "plt.ylabel(\"温度\",fontproperties=my_font)\n",
    "plt.title(\"温度变化\",fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "37cdee2e311d3b3b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:26:53.518652Z",
     "start_time": "2025-01-06T02:26:53.299352Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "# 假设大家在 30 岁的时候，根据自己的实际情况，统计出来你和你同事各自从 11 岁到 30 岁每年交的男/\n",
    "#女朋友的数量如列表 y1 和\n",
    "# y2，请在一个图中绘制出该数据的折线图，从而分析每年交朋友的数量走势。\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range( 11, 31 ) # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "''' 添加图例:label 对线的解释，然后用 plt.legend 添加到图片上;\n",
    "添加颜色: color='red' 线条风格： linestyle='-'; - 实线 、 -- 虚线，破折线、 -. 点划线、 : 点虚线，虚线、 '' 留\n",
    "空或空格线条粗细： linewidth = 5\n",
    "透明度： alpha=0.5\n",
    "'''\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置 x 轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\Windows\\Fonts\\STSONG.TTF', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "# 添加图例(注意：只有在这里需要添加 prop 参数是显示中文，其他的都用 fontproperties) # 设置位\n",
    "#置 loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper right' )\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "d3cff70efe0894b0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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HAADse/TRR/X666//M+02zbZt2xQcHKzdu3cr4gq7+pOSkhQaGqrFixdfUtS7kuTkZHXv3l3JyckKCfF8mY3CHgAAQKD74w+pc2cpf35pyRLfP74aFCTNmmWKegMHStWrS40b204FAIBHuWMnnK8IDg7WunXr/vPnY8eO1Z49e65Y1Eu7z+LFiy9bpLvcUVxJ2rx5s86fP6/BgwdnOXtGUdgDAAAIZGfOSFFR0tmz0hdfSBc1iPZpefJIy5ZJ9epJbdpIP/0kFS9uOxUAALAsb968l/1zp9MpSRo4cKAGDhx42ftc7iiuJDVr1kwtWrTQhg0blJycrPr167s089VQ2AMAAAhUTqfUs6e0bZs0apR02222E7nWjTeaHntt20qtW0vffiv960gOAACAJMXFxenuu+9WSEiIgoKCLnufq+3Y69mzpyIiIpQnTx7NnDlTkZGRHkhNYQ8AACBwvfaatHix1K6d9PjjttO4R5s20pNPmrU+/LA0caLtRAAAwAOaNWv2nz87ePCgunXrdtn758mTR2vXrr3qY15tx97YsWNVpUqVzMbNNAp7AAAAgeiLL6RnnpGqVJGmTvXtYRnXMny4tGmTNGmS6bvXt6/tRAAAwIXSjtGmuXDhglauXPmf+40bN06nTp264uPExcWpY8eOOn/+/GU/frUde0lJSRmN7RIU9gAAAALN7t1Sx45SZKS0dKmUI4ftRO4VHCzNmSPVrm0m5FatKnmw9w0AAHCv5OTkS34/bNiwy96vffv2yp079yV/5rjozc3IyEgtXLhQERERlz2Oe6Ude3379vXY0dt/u/yhYQAAAPinc+fMsIxTp6TZs6XrrrOdyDPy5zdFzOBg02/v8GHbiQAAgItcuHDhkt/HxMT85z5JSUmX3C8xMVF//fWXQkNDL7lfjhw5LinqnTt37p9fnz9//rIFv0mTJqlcuXKZzp8VFPYAAAAChdNpjqH+8os0bJh09922E3lWjRrS5MnSX3+ZgRqJibYTAQAAF4iPj1dKSso177d371699dZbqlu3rrJly6avvvpKpUuXvurnrFu3TkOGDFGlSpU0efLk/+z4s42juAAAAIHi7beluXOlVq1Mf71A1KmT9OOP5v/F4MHSmDG2EwEAgCxyOBzXLNCFhoaqUaNGatSokR5//HHVqVNHHTt21I033njVz7vtttt02223KTg4WAcOHNCdd97pyuhZRmEPAAAgEHzzjfTEE9L110vTp0uXOUYSMEaNkjZvlsaONX33une3nQgAAGTByy+/rLCwsHTfPzg4WD/99FOGrjFixIiMxvKIAH5FBwAAECD27ZPatZOyZzd95rzsCInHhYZK8+dLJUpIDzwgbdxoOxEAAECmUNgDAADwZ/HxUnS0dPy4NHOm2bEHqVAhackS8+voaOnYMbt5AAAAMoHCHgAAgL9yOqUHHzQ70p57Trr/ftuJvEudOtL775sdjR06SMnJthMBAABkCIU9AAAAf/X++9K0aWb67dChttN4p549pf79pa+/lp56ynYaAACADKGwBwAA4I/WrJEefVQqX16aNUsKDradyHu9/bZ0883Sm29K8+bZTgMAAJBuFPYAAAD8zV9/SW3bSuHh0rJlUt68thN5t7AwadEiqWhRqVcv6ZdfbCcCAOCaHA6H7Qhwgaw+jxT2AAAA/ElCgtSmjXT4sDR1qlSliu1EvqFoUVPcS06WoqKkkydtJwIA4KocDoccDoeSkpJsR0EmJCUl/fMcZgWFPQAAAH/y6KPSunXSE09I7drZTuNbbr5ZevddafduqXNnKSXFdiIAAK7I4XAoZ86ciouLsx0FmRAXF6ecOXNmubAX4qI8AAAAsG3yZGnCBOm226RXX7Wdxjc98IC0YYM0ZYr0wgvS8OG2EwEAcEX58+fXvn37JEmRkZEKDQ2VJKWmpiolgN6g8qX1JiUlKS4uTqdOnVKpUqWy/HgU9gAAAPzBDz9IDz0klS5tBkCE8DIvUxwOaexY02fv1VelWrWk6GjbqQAAuKyIiAiVKlVKJ06c0N69e+V0OiVJycnJCgmg1wK+tN60nZalSpVSRERElh/PN1YNAACAKztyRGrdWgoKkpYulfLnt53It2XLJi1ebIp63btL118v3XCD7VQAAFxWRESESpQoIafT+c9/Bw8eVPHixW1H8xhfWW9aTz1XDj6hsAcAAODLkpJML72DB6WZM6WaNW0n8g8lS0oLF0rNm5thGuvXS5GRtlMBAHBFFxeMHA6HgoODLSfynEBb78UYngEAAODLHn9cWrXKDM3o0sV2Gv/StKn05pvSH39IXbtKqam2EwEAAFyCwh4AAICvmjnTTHFt2lR6/XXbafzTI4+YgunHH0uvvGI7DQAAwCUo7AEAAPiin36SYmKk4sWl+fOl/5+CBxdzOMyk4Ro1pKFDpU8+sZ0IAADgHxT2AAAAfM3x42ZSa2qqtGSJVLiw7UT+LXt2M5Qkb16ze2/HDtuJAAAAJFHYAwAA8C3JyVKHDtKff0rvvSfVrWs7UWAoU8bsjDxzRmrVytwCAABYRmEPAADAlzzzjLRihdSvn9S7t+00geW226QRI6Rt26RevSSn03YiAAAQ4CjsAQAA+IoFC8yQjAYNpHfesZ0mMD3xhNS2rbRokTRqlO00AAAgwFHYAwAA8AVbtkg9e0pFipiiUliY7USByeGQpk6VqlQxuye//NJ2IgAAEMAo7AEAAHi7v/+WoqKkxERT1CtWzHaiwJYzpxmmkTu36Xe4Z4/tRAAAIEBR2AMAAPBmKSlS587Srl3m+G3DhrYTQZKuu06aPVs6dcoUXc+ft50IAAAEIAp7AAAA3mzoUOmzz8wx3P79bafBxe6+Wxo2TPr5Z6lvX4ZpAAAAj6OwBwAA4K2WLZNeeUWqXVt67z3T3w3e5ZlnpPvvl+bMYaAJAADwOAp7AAAA3uj336Vu3aSCBaUlS6Rs2WwnwuUEBUkzZkiVKkmPPy59843tRAAAIIBQ2AMAAPA2p09LrVqZvm0LFkglS9pOhKvJndvsrsyeXWrfXtq/33YiAAAQICjsAQAAeJPUVLNTb/t26fXXpWbNbCdCelx/vdm5d+yYFB0tXbhgOxEAAAgAFPYAAAC8yauvSh9+KHXqJD32mO00yIhWraTnnpM2bJAefJBhGgAAwO3SXdgrU6aMKlWqpBo1aqhGjRqaP3++O3MBAAAEnuXLpRdekKpXlyZNYliGLxo6VLrrLumDD6Tx422nAQAAfi4kI3eeP3++atSo4aYoAAAAgStk716zSy9vXmnpUtOvDb4nOFiaPVuqU0d65BGpWjWpVCnbqQAAgJ/iKC4AAIBtZ88qf9++0pkz0ty5UtmythMhK/LmNcM0wsKkNm0UdPiw7UQAAMBPZaiw161bN1WtWlW9e/fWsWPH3JUJAAAgcDidUu/eCtu+XRo+XLrjDtuJ4ApVqpjjuIcPq0D//lJiou1EAADAD6X7KO6qVatUqlQpJSUl6bnnnlP37t21fPnyS+4zevRojR49+p/fnz59Wvv373ddWi9z8uRJ2xE8KpDWy1r9VyCtl7X6r0BabyCsNdf48cqzYIFO3XabznTqJPnxa6eLBcJzqwYNFPnAA8o9YYLO9u6tv1991XYitwuI5/UigbRe1uq/Amm9rNV/Bdp6L5buwl6p/+8NEhoaqscee0wVK1b8z30GDRqkQYMG/fP7EiVKqGTJki6I6b38fX3/FkjrZa3+K5DWy1r9VyCt16/XGhsrjRwp3XCDzr77rkoGWC82v35u04wdqwtbtyrnrFnK2ayZ1Lu37URuFxDP60UCab2s1X8F0npZq/8KtPWmSddR3HPnzunUqVP//H7u3LmqWbOmuzIBAAD4v717pfbtpVy5pGXL5MyZ03YiuENIiE6MGyeVLi09+KC0fr3tRAAAwI+ka8fekSNH1Lp1a6WkpMjpdKpcuXKaMWOGu7MBAAD4p/Pnpago6eRJ6eOPpQoVAuYIbiBKzZfPTDq++WYpOlrauFEqXNh2LAAA4AfSVdgrV66cNm3a5O4sAAAA/s/plB54QNq8WXrpJenee20ngifUrClNnCh16ya1a2eOYYeG2k4FAAB8XIam4gIAACCLxoyRZs2SWraUnnvOdhp4Uteu0iOPSKtWSU88YTsNAADwAxT2AAAAPOXbb6VBg6SKFaUZM6QgXooFnDfekJo0kd55xxR4AQAAsoBXkwAAAJ5w4IA5ghkRYfqtRUbaTgQbQkOlBQuk4sWlvn0l2t0AAIAsoLAHAADgbhcuSK1bS0ePStOnSzfcYDsRbCpcWFqyREpNNUNUjh+3nQgAAPgoCnsAAADu5HRKAwZI69dLzzxjpqICdetK48ZJf/4pdewoJSfbTgQAAHwQhT0AAAB3mjhRmjJFatFCGjbMdhp4kz59zITk2Fjp2WdtpwEAAD6Iwh4AAIC7rFsnPfywVK6cNGeOFBxsOxG8zTvvSPXrS6NGmd57AAAAGUBhDwAAwB0OHTJ99UJDzbCMfPlsJ4I3Cg+XFi+WihSRevWStm61nQgAAPgQCnsAAACulpgotWljintTpkjVqtlOBG9WrJi0cKGUkCC1aiX9/bftRAAAwEdQ2AMAAHC1gQOltWulwYOlDh1sp4EvaNTIHMvdtUvq0sVMzAUAALgGCnsAAACu9MEH0nvvSbfeKo0caTsNfEn//lKPHtLy5dLQobbTAAAAH0BhDwAAwFU2bDDFmVKlpHnzpJAQ24ngSxwO6f33pVq1pJdflpYts50IAAB4OQp7AAAArnD0qBQdbX69ZIlUsKDdPPBN2bKZr58CBaRu3aTff7edCAAAeDEKewAAAFmVnCy1by/t3y9NmGB2XAGZVaqUtGCBdP68GaZx+rTtRAAAwEtR2AMAAMiqIUOklSulAQOk7t1tp4E/uOUW6fXXpe3bzdcUwzQAAMBlUNgDAADIijlzpLfeMlNNR4+2nQb+5LHHpE6dTK+9ESNspwEAAF6Iwh4AAEBmbd4s9ekjFSsmLVwohYbaTgR/4nBIkyZJ1apJzz8vffaZ7UQAAMDLUNgDAADIjBMnzLCM5GRp8WKpSBHbieCPsmeXli6V8uQxu/d27rSdCAAAeBEKewAAABmVkmKKLHv2SOPGSfXr204Ef1aunDR3rhQXJ0VFSWfP2k4EAAC8BIU9AACAjHruOenLL6W+fc1/gLu1aCG9+qq0davUu7fkdNpOBAAAvACFPQAAgIxYtEgaOVKqV08aM8Z2GgSSJ5+UWreWFiyQ3nzTdhoAAOAFKOwBAACk16+/Sj16SIULm7564eG2EyGQOBzSBx9IN9xginyxsbYTAQAAyyjsAQAApMepU6a/WUKCmYBbvLjtRAhEuXKZYRo5c0odOkh799pOBAAALKKwBwAAcC2pqVLXrtKOHdJbb0mNG9tOhEBWsaI0e/b/JjPHx9tOBAAALKGwBwAAcC3DhkmffCJ16yY99JDtNIB0773S0KHSpk1STAzDNAAACFAU9gAAAK7mo4+kl16SbrpJGj/e9DkDvMHzz0v33SfNmsUgFwAAAhSFPQAAgCvZvt0cwc2fX1qyRIqIsJ0I+J+gIGnmTKlCBWnQIGnVKtuJAACAh1HYAwAAuJwzZ8ywjLNnpQULpNKlbScC/isyUlq2zBSd27aVDhywnQgAAHgQhT0AAIB/czqlHj2k336TRo2Sbr3VdiLgym64QZo2TTp6VGrd2kxuBgAAAYHCHgAAwL+NHGmO3nboYI44At6udWvp6ael9evNgBeGaQAAEBAo7AEAAFzs88+lZ5+VqlaVJk9mWAZ8x8svSy1aSFOmSBMn2k4DAAA8gMIeAABAml27pI4dTd+ypUulHDlsJwLSLzhYmjNHKltWevhhad0624kAAICbUdgDAACQpHPnzLCMuDhp7lypfHnbiYCMy5fPFKVDQszx3EOHbCcCAABuRGEPAADA6ZT69JG2bJFeeUW6807biYDMq17dHMc9dMhMyk1MtJ0IAAC4CYU9AACA0aOlefPMjr2nn7adBsi6jh3N4JfvvmMADAAAfozCHgAACGxffy0NGSJVrixNn86wDPiP116TbrlFGjdOmjbNdhoAAOAGFPYAAEDg+vNPqX17KWdO05csVy7biQDXCQmR5s+XSpaU+vWTNmywnQgAALgYhT0AABCY4uOl6Gjp+HFp5kypUiXbiQDXK1jQFK0l8/V+9KjdPAAAwKUo7AEAgMDjdJodTD/9JL3wgtSype1EgPvUqiWNHy/t3292qCYn204EAABchMIeAAAIPOPGSTNmSPfcI734ou00gPv16CE99JC0cqX05JO20wAAABehsAcAAALL6tXSwIHSdddJs2ZJQbwcQoAYPVpq2NDczpljOw0AAHABXskCAIDAcfCg1KaNFB4uLVsm5cljOxHgOWFh0qJFUrFiUp8+0s8/204EAACyiMIeAAAIDAkJUuvWZnjAtGnSjTfaTgR4XpEipriXnCxFRUknT9pOBAAAsoDCHgAACAyPPCL98IPpL9amje00gD0NGkhjxkh79kgdO0opKbYTAQCATKKwBwAA/N+kSdLEidLtt0vDh9tOA9gXE2OO4375pfT887bTAACATKKwBwAA/Nv330sDBkhlykhz50rBwbYTAfY5HNLYsVLdutKIEdLixbYTAQCATKCwBwAA/Nfhw6avXnCwtHSplD+/7USA9wgPNwW9QoWk7t2lX3+1nQgAAGQQhT0AAOCfEhOltm2lv/6SJk+WatSwnQjwPiVKSAsXmuEyUVHSqVO2EwEAgAygsAcAAPzT4MHSmjXSY49JnTrZTgN4ryZNpDfflHbskLp2lVJTbScCAADpRGEPAAD4nxkzTP+wZs2kUaNspwG838MPm6LeJ59Iw4bZTgMAANKJwh4AAPAvGzdKDzxgjhjOny+FhtpOBHg/h0OaMEGqWVN66SXp449tJwIAAOlAYQ8AAPiPY8ek6GjJ6ZSWLDFDAQCkT0SE+XuTP7/UpYv0xx+2EwEAgGugsAcAAPxDcrLUoYO0b5/0/vtSnTq2EwG+p0wZad486exZqVUr6cwZ24kAAMBVUNgDAAD+4amnpK+/lvr3l3r2tJ0G8F233SaNHCn99pvUo4fZAQsAALwShT0AAOD75s0zUz1vvll6+23baQDf9/jjUrt25mjuyJG20wAAgCugsAcAAHzbL79IvXpJRYtKixZJYWG2EwG+z+GQpk6VqlSRnn1W+uIL24kAAMBlUNgDAAC+6+RJKSrK9NdbtMgU9wC4Ro4c0tKlUmSk1LGjtHu37UQAAOBfKOwBAADflJIide5sig3vvmuO4QJwreuuk+bMkU6dMkX0c+dsJwIAABehsAcAAHzTCy9In39ujuE+8IDtNID/uusuadgwc+y9b1+GaQAA4EUo7AEAAN+zZIn06qtSnTrSuHGmHxgA93nmGalVK2nuXOmtt2ynAQAA/4/CHgAA8C3btkndu0sFC0qLF0vZstlOBPi/oCBp+nTp+uulIUOkr7+2nQgAAIjCHgAA8CVxcabPV3y8tHChVLKk7URA4Mid2wzTyJ5dat9e2rfPdiIAAAIehT0AAOAbUlOlbt2kP/6Q3nxTatrUdiIg8Fx/vTRzpnT8uBQdbYrsAADAGgp7AADAN7zyivTRR2YS7iOP2E4DBK7775eef17auFHq359hGgAAWERhDwAAeL9PPpGGDpVq1JAmTmRYBmDb0KHS3XebvnvvvWc7DQAAAYvCHgAA8G47dkhdukh58/6vvxcAu4KCpFmzpPLlpccek9assZ0IAICAlOHC3gcffCCHw6Fly5a5IQ4AAMD/OM6elVq1ks6ckebNk8qUsR0JQJq8eaVly6TwcKlNG+ngQduJAAAIOBkq7O3du1eTJk1S/fr13ZUHAADAcDqV7/HHpW3bpBEjpNtvt50IwL9VqSJNnSodOWKKewkJthMBABBQQtJ7x9TUVPXp00djxozR4MGD3ZkJAJBVK1cqND5eKlnSdhK4UOLZRC19Yq0a5FglFY6wHcf9fv9d2Zcvl9q2lZ54wnYaAFfSrp0ZpDFqlPK++KI0e7btRAAABIx0F/ZGjx6thg0bqlatWle9z+jRo//5/enTp7V///6sJfRiJ0+etB3BowJpvazVfwXCeh2nTqnYnXeqYGioDn36qZLLlrUdye0C4XmVpJea/6EpO5rrNiXpM92lEKXYjuR28RUq6MSwYXIeOGA7itsFytdxmkBab0CstV8/FVy7VjnnzNHJ6tV1rmNH24k8IiCe2//HWv1XIK2XtfqvQFvvxdJV2Nu6dasWL16sVatWXfV+gwYN0qBBg/75fYkSJVTSz3eL+Pv6/i2Q1sta/Zffr3fZMnMUKiFBRfv3l77/XsqVy3Yqt/P353VKj9WasqO5IkPOKjb5dj3bdb9ee9j/i13H8+ZVyeuusx3DY/z96/jfAmm9AbHWZcuUXKOG8j3/vPI1bSrVq2c7kUcExHP7/1ir/wqk9bJW/xVo602TrsLe6tWrtXfvXlWoUEGSdPjwYcXExOjQoUPq37+/WwMCADLA6ZQmTpTy5FFcz56KfOstqVcvacECyeGwnQ6ZtP6DX/Xg9LoqHXxAazdl133dEzRqZlHVureo2rWznc7N/HjnP+B38ufX8YkTVSQ6Wmrd2hzPLVzYdioAAPxauoZn9O/fX4cOHdLevXu1d+9e1a9fXxMnTqSoBwDe5vvvpa1bpa5ddfqxx0xvskWLpFGjbCdDJh3ZekzRffIpSKlaMv2MilXJp/Hjj6twYalnT2nLFtsJAeB/kqpUkSZNMhNy27aVkpJsRwIAwK9laCouAMDLTZxobvv2NTv0pk6VbrxReuYZ6csv7WZDhiWdT1K7Rgd1MLWoJj6wUTd1rixJKlIkVYsWSYmJUlSU9PffloMCwMW6dJEefVRavVpi6B4AAG6VqcLeypUr1apVKxdHAQBkSVycNH++VL++VLWq+bOcOU3PvVy5pA4dpD17rEZExjzRcK1WxdXQw9W/VdfxjS75WKNG0ttvS7t2mZ+hU1PtZASAy3r9dalpU2nMGGnmTNtpAADwW+zYAwB/MXu2FB8vxcRc+ufXXWc+duqU2d51/ryVeMiYWf2/0zubm6px7p/15tqbL3ufBx+UevSQli+Xhg71aDwAuLrQUPNmU4kS5vvSTz/ZTgQAgF+isAcA/iBtaEbu3LrsNIV77pFeekn6+WdzTNfp9HxGpNumub+r7/ibVDzokBZ+V0yh2UMvez+HQ3r/falWLenll83mTADwGoULS4sXmy3FUVHS8eO2EwEA4Hco7AGAP9iwwRTtOneWcuS4/H2efVZq2VKaM0d65x3P5kO6Hd9+QlFdcypVQVo88YQKVyl41ftnyyYtWSIVKCB16yb9/ruHggJAetStK733nrRvn2kJkZxsOxEAAH6Fwh4A+IO0oRn/PoZ7saAgacYMqVIl6fHHpW++8Uw2pFvyhWR1vHmv/kwpoXHd1qte7yrp+rxSpaQFC8wp61atpNOn3ZsTADKkd2+pXz9pxQrp6adtpwEAwK9Q2AMAX3f6tDR3rlSnjlSjxtXvGxkpLV0qRURI7dtL+/d7JCLS59mmaxR7spZiKq9Sn+mNM/S5t9wijRolbd8ude/OMA0AXuadd6QGDaQ33jC99wAAgEtQ2AMAXzd3rnTu3NV3612scmWzc+/YMSk6Wrpwwb35kC4LBq7VqPXNVD/nFr37fb1MPcbAgVLHjqbX3ogRrs0HAFkSFiYtWiQVKSL16iX98ovtRAAA+AUKewDg6yZNknLmNL2L0isqyvTc27DBjFZlmIZVW5fuUK+3q6lw0FEt/ragwnOHZ+pxHA5p8mSpWjXp+eelzz5zcVAAyIpixUxxLzHRfB/6+2/biQAA8HkU9gDAl23caP7r1MkU9zLipZeku+6SPvhAGj/ePflwTX/vOaVW7cKUoHAtGnNYxW4qkqXHy57dnLbOk8d8Wezc6ZqcAOASDRtK774r7d5tBj6lpNhOBACAT6OwBwC+bNIkc5veY7gXCw6WZs+WypeXHnlE+u4712bDNaUmp6pLvR3alVxab7ddq0YPVnPJ45YrZ05ox8WZTTFnz7rkYQHANfr1k3r2NNuKX3zRdhoAAHwahT0A8FVnz0pz5kg1a0q1amXuMfLmNdu7wsKkNm2kv/5ybUZc1dBbV2n5sTrqcd1qPTiviUsfu0ULafhwaetWM5CS09YAvIbDIb33nlS7tvmHaulS24kAAPBZFPYAwFfNny+dOZO53XoXq1pVmjpVOnzYFPcSE12TD1e17Okf9PLqZqqVfZve/7GOHEEOl1/jqaek1q2lBQukN990+cMDQOZlyyYtWSIVLCh16yb99pvtRAAA+CQKewDgqyZONA3VOnXK+mO1by89/ri0bp306KNZfzxc1e/Ld6vbyMoq4DiuJbGRypYnm1uu43CYFoo33CA9+aQUG+uWywBA5pQsad55iI83fQPi4mwnAgDA51DYAwBf9PPP0vr1UseOUu7crnnMESOk5s3NII0pU1zzmPiP0wdOKyrKqfPKrgVv7FepBsXder1cucwpt7TByXv3uvVyAJAxzZpJb7whbd9udu6lptpOBACAT6GwBwC+KG1oRt++rnvMkBBp3jypdGnpwQdN4RAulZqcqu51t+n3xPIa1XKNbhlU0yPXrVjRzEk5cUKKjjabYwDAazz6qNl9/tFHpuceAABINwp7AOBrzp+XZs6UqlWT6tZ17WMXKGB6HgUFmeZsR4+69vED3Ii7VmnZofrqWPo7DVza1KPXvvdeM3xy0ybpgQcYpgHAizgc5g2r6tXNP1Sffmo7EQAAPoPCHgD4mgULpNOnzdAMh+sHLuimm0z/vgMHpHbtpKQk118jAH027Ec9H9tE1bJt1+QNNd0yLONaXnjBFPhmzpTGjvX45QHgyrJnN30D8uaVOneWduywnQgAAJ9AYQ8AfM2kSVJEhPnBx126dpUeflj69lvpiSfcd50AsXPFn+o0tILyOOK09LMIZS+Q3UqOoCBp1iypQgVp4EBp1SorMQDg8sqWlebONRPfo6Kks2dtJwIAwOtR2AMAX7J1q7R2rdlJlyePe6/15ptS48bSO++YahAy5ezhs4q6J1Fxztya+/IulWtWymqeyEhp2TJTG27b1mzMBACvcccd0quvSr/+KvXsSd8AAACugcIeAPiStKEZMTHuv1ZoqLRwoVS8uBnSsWmT+6/pZ5ypTvWu+4u2JlTQ8Bar1OLZ2rYjSZJuuEGaNs20UGzdWkpIsJ0IAC4yZIjUpo20aJH0+uu20wAA4NUo7AGAr4iPN83RbrhBatDAM9csXFhavFhKTTXjVE+c8Mx1/cSbLb/Vgv03q3XxdXpquWeHZVxL69bSU0+Z4ccDBthOAwAXcTikDz6QbrxRevpp6auvbCcCAMBrUdgDAF+xeLH099/uG5pxJfXqSePGSXv3Sh06SMnJnru2D4sd9ZOe/LSxbgjfqQ/WV7EyLONaXnnFnHqbPNnMSwEAr5EzpxmmkSuX+d6zZ4/tRAAAeCUKewDgKyZOlMLDzWALT+vTxxQUY2OlZ5/1/PV9zN41B9ThqdLKqbNa+mGwchXLZTvSZQUHmz71ZcuaXXvr1tlOBAAXqVBBmj3bvKkVHS2dP287EQAAXofCHgD4gt9+k1avNtMO8uWzk+Hdd6X69aVRo6QFC+xk8AHxJ+MVfccZnXDm1+znt6tii7K2I11VvnxmU0xIiDmee+iQ7UQAcJF77pGGDpU2bzZvMDFMAwCAS1DYAwBfMHmyue3b116G8HBzHLhwYalXLzOhF5dwpjoVU/snbYqvrKHNVureYXVtR0qX6tWlKVNMUa9tWykx0XYiALjIc89JLVua3Xvvvms7DQAAXoXCHgB4uwsXpOnTpUqVpMaN7WYpVsxMKUxIkKKipFOn7ObxMmPardKsPQ11X+Ef9PxXTWzHyZCOHaVBg6TvvjO3AOA1goKkGTOkihWlwYOllSttJwIAwGtQ2AMAb7d0qZlG6+mhGVfSqJH09tvSzp1S585mYi60aszPGrS4oSqE7tHM9dcrKMT3vsW+9pp0yy1mVsq0abbTAMBFIiOlZcukiAipXTtp/37biQAA8Aq+91MHAASaSZOksDCpWzfbSf7nwQel7t2l5ctN76MAd+DHQ2r7aDFFKF7LFqUoslSk7UiZEhIizZ8vlSwp9esnbdhgOxEAXKRyZbOD/dgxM0zjwgXbiQAAsI7CHgB4sz/+kL75xvwAU6CA7TT/43BI778v1aolvfyy9OGHthNZk3A6Qa1vOaGjzoKa9vhW3dDyOtuRsqRgQWnJEvPr6Gjz8zMAeI3oaOmZZ8w7Dw89xDANAEDAo7AHAN4sbWhGTIzdHJcTEWEqQAUKSF27Sr//bjuRxzlTnXqoznqtP1dFTzdYqdavN7AdySVq15bGjzcn3dq1k5KTbScCgIsMGybdeac0dao0YYLtNAAAWEVhDwC8VWKiaXR23XVSs2a201xeqVLSggXS+fNmmMbp07YTedTErqs15Y/GapF/g15eaXmwiYv16GE2w6xcKT35pO00AHCR4GBpzhypXDnpkUektWttJwIAwBoKewDgrT780JyD7NvXO4ZmXMktt0ijRpkde927B8wwjXUTt+jhOfVVNmSf5vxQXsFhwbYjudzo0VLDhuZ2zhzbaQDgInnzmuFSoaFS69bSX3/ZTgQAgBUU9gDAW02caH5g6dHDdpJrGzhQ6tDBTCwcMcJ2Grc7tPmIWvcvqBAla+nseOUrn9d2JLcIC5MWLZKKFpX69JF+/tl2IgC4SLVq0pQp0uHDUtu2Zqc7AAABhsIeAHijXbuk2FipVSupUCHbaa7N4TD9AKtVk55/XvrsM9uJ3CbxbKLaNjmiQ6lFNGXAZlVvV8l2JLcqUkRavNj02YuKkk6etJ0IAC7SoYM0eLA5jvvYY7bTAADgcRT2AMAbTZlibvv2tZsjI3LkMMei8uSROnWSdu60ncgtBt28Tt+dqaZBtVaq45ibbcfxiAYNpDFjpD17pI4dpZQU24kA4CIjR0q33mqmtU+dajsNAAAeRWEPALxNUpL5waRsWal5c9tpMqZcOWnuXCkuzmzvOnvWdiKXmtZnjcZtaapb8mzSa2sa2Y7jUTEx5jjul1+aTZkA4DVCQqT5881Ap/79pR9/tJ0IAACPobAHAN7m44+lI0fMbr0gH/xnukULafhwaetWqXdvyem0ncglNszYpn5Taqtk8EHNX1tSIdlCbEfyKIdDGjtWqlvXtFFcvNh2IgC4SIECZtd4UJAUHS0dPWo7EQAAHuGDPzECgJ+bOFEKDvaNoRlX8tRTZkrhggXSm2/aTpNlR7cdV3SvSEnS0mmnVbByAcuJ7AgPNwW9QoXMl+e2bbYTAcBFbrpJmjBBOnBAatfO7IAHAMDPUdgDAG+yd68569iypRlF6qscDumDD6QbbpCefNIMAvFRyReS1b7hfu1PKa7xvTeoVpfKtiNZVaKEtHChdOGCme0SF2c7EQBcpFs3acAA6dtvpSFDbKcBAMDtKOwBgDeZMsUcXY2JsZ0k63LlMseicuY0Uwv37rWdKFOebLRGK0/V1ENVv1WPyYHVV+9KmjQxGzF37JC6dJFSU20nAoCLjB4tNW4svf22NGuW7TQAALgVhT0A8BbJyWZoRunS0u23207jGhUrmh+qTpwwPY/i420nypA5D32n0RubqWHuXzR6bQPbcbzKww9LXbtKn3wivfyy7TQAcJHQUNMKolgx80bZ5s22EwEA4DYU9gDAWyxfLv31lxk4ERxsO43r3Hef9OKL0qZN0gMP+MwwjZ8XbFef92qqWNAhLVpdRGE5w2xH8ioOh2llVbOmNHSomfkCAF6jSBHTFDQlxUxpP3HCdiIAANyCwh4AeIuJE800v169bCdxvRdekO69V5o504xW9XInd/2tqM4RSlaIFr1/XEWqFbIdyStFREhLlkj585sjuX/8YTsRAFykfn3zPWfvXqljR1PkAwDAz1DYAwBvsG+f9NlnpvhVvLjtNK4XFGSO5FaoIA0aJK1aZTvRFaUkpqhjvV3ak1xKYzt/rwYxVW1H8mplykjz5klnz5pNMWfO2E4EABfp29ccx/3qK+nZZ22nAQDA5SjsAYA3mDrVTCDo29d2EveJjDTDNMLDpbZtpQMHbCe6rOeardaXJ2qrT6VVipnVxHYcn3DbbdLIkdK2bVLPnj5z2hpAoHj3XbN777XXzFhvAAD8CIU9ALAtJcVMwy1RQrrzTttp3OvGG6Xp06WjR6XWraWEBNuJLrH4iXUaua6Z6uXYqrHr69mO41Mef1xq1860tHrtNdtpAOAi4eHSokVS4cLm3YetW20nAgDAZSjsAYBtn39udq/17i2FhNhO436tW0tPPSWtXy8NGGA7zT9+/XCnur9RVYUcx7Tom/wKzx1uO5JPcTjMxtMqVaRnnpG++MJ2IgC4SPHipriXkGD6Bpw6ZTsRAAAuQWEPAGybONFURfxxaMaVvPKKdMcd0uTJZv2WnfozTlFtg5WgcC185y+VqFPUdiSflCOHOW0dGWn61O/ebTsRAFykUSPprbeknTulzp1NCwwAAHwchT0AsOngQenTT6W77pJKlbKdxnOCg6W5c6WyZc2uvXXrrEVJTU5V17rbtSOprEa3XqsmD1e3lsUfXHedNGeO2QwTFSWdO2c7EQBc5KGHpO7dpeXLpZdesp0GAIAso7AHADZ98IHpsRcTYzuJ5+XLZ7Z3hYRIbdpIhw9biTHstlX65GhddS23RgMWMCzDFe66S3r5ZemXX8w8GIZpAPAaDof0/vvSTTdJw4ZJH35oOxEAAFlCYQ8AbElNNUdRixaV7rnHdho7qlc3g0P++stMyk1M9OjlP35+vV76tplqRvymCT/WkiPI4dHr+7Onn5ZatTIbM99+23YaALhIRIS0ZIlUoIDUtav0+++2EwEAkGkU9gDAlq++kv780/TWC4ShGVfSsaM0cKC0Zo00aJDHLvvHF3vU5ZVKyu84oaVf5VJEvgiPXTsQBAWZAcjXXy898YT0zTe2EwHARUqXlubPN/0CoqKk06dtJwIAIFMo7AGALWlDM3r3tp3EvlGjpGbNpHHjTDXIzc78dUatWqbqrHJq/mt/qnTDEm6/ZiDKnducts6eXWrXTtq3z3YiALjIrbdKr79udux1784wDQCAT6KwBwA2HDokffSRmQxbtqztNPaFhEgLFkglS0oPPCBt3Oi2SzlTnepR51f9llher92zWs2fuMlt14LZsTdzpnT8uBQdLcXH204EABcZOFDq0EFatkwaMcJ2GgAAMozCHgDYMG2alJxsJgvAKFjQ9DySzLGoY8fccpmRd32rJX/VV/uSazX4o6ZuuQYudf/90vPPm3rtgw8yTAOAF3E4TL/batXMP1SffWY7EQAAGUJhDwA8LW1oRuHCUsuWttN4l9q1pfHjpf37pfbtTfHThT4fvlHPftlEVbP9oSkbqjMsw4OGDpXuvtvUtN9/33YaALhIjhzmjaU8eaROnaRdu2wnAgAg3SjsAYCnff21tHu31LOnFBpqO4336dHDbOv65hvpySdd9rC7V+5Tp+fLKdJxWks/DVeOQjlc9ti4tqAgadYsqXx56dFHzawUAPAa5ctLc+ZIcXFm1/i5c7YTAQCQLhT2AMDTJk40t3362M3hzd56S2rYUBo9Wpo7N8sPd+7oOUXdFa9TzkjNGbpD5W8t7YKQyKi8eU0bq/BwqU0b6eBB24kA4CJ33ikNHy5t2WIGW9E3AADgAyjsAYAnHT1qKhvNm5vdAbi8sDBp0SKpaFHzw9XPP2f6oZypTvWtu1m/XKikl29bpbteqOPCoMioKlWkqVOlI0dMcS8hwXYiALjIU0+ZST/z50tvvmk7DQAA10RhDwA8afp0KSlJiomxncT7FSkiLV5s+uxFRUknT2bqYd6K+lZz/2yoqKLf6+nPmrg4JDKjXTtpyBDp++/NsVwA8BoOh2kGWrmyaQcRG2s7EQAAV0VhDwA8xek0x3ALFpRatbKdxjc0aCCNGSPt2WMamqekZOjTv35zk4Z81EjXh+3StPU3KCiEb3veYvhw6bbbpAkTzCwZAPAauXKZ3fU5c0odOkh799pOBADAFfETDgB4ysqV0s6dUvfu5qgp0icmxvQj/OIL6fnn0/1p+9YdVPsnSiq7zmvZModyl8jtxpDIqJAQad48qUwZ6aGHpB9+sJ0IAC5SsaI0c6Z04oQ5mhsfbzsRAACXRWEPADxl0iRz27ev3Ry+xuGQxo6V6taVRoyQliy55qfEn4xX9G1xOu4soJlP/6ZKd5XzQFBkVP785ukMCpJatzZ99wDAa7RsKb34orRpk9SvH8M0AABeicIeAHjC8eOmX1yzZmYXADImPNz8/ytUyOx43Lbtind1pjrVv+5GbTx/g55vvFL3v1rPg0GRUTVrmpr3wYNS27amBSUAeI0XXpDuvVeaMcO8yQQAgJehsAcAnjBjhpSYyG69rChRQlq4ULpwwfQojIu77N3e67BK03c10t0Ff9TQrxmW4Qu6dDFDNFavlh5/3HYaALhIUJA5kluhgjRokLRqle1EAABcgsIeALib02m2JOXLZ/r0IPOaNJHefFPasUPq2lVKTb3kw2ve+0WPLbxZ14Xu1ewfKzIsw4e8/rrUtKn07rvmZ2gA8Bp58khLl5rd423bSgcO2E4EAMA/0v0Tzx133KFq1aqpRo0aaty4sTZt2uTOXADgP9askX7/3RwhzZbNdhrf9/DDpqj38cfSyy//88cHNxxSm4eLKFwJWjo/SXlKR1oMiYwKDZXmzzcbM2NipJ9+sp0IAC5y443S9OnS0aOmKWhCgu1EAABIykBhb8GCBfrll1+0efNmDRo0SD169HBjLADwIxMnmluO4bqGwyFNmGCasw0dKn3yiRJOJ6jNLcd1JLWQPhi4RVWiKthOiUwoXNi0UkxNNZtbjx+3nQgALtK6tfTUU9L69dKAAbbTAAAgKQOFvTx58vzz67i4ODkcDnfkAQD/cvKk6QvXqJFUubLtNP4jIsKMU82fX+rcWSPu+kPfn62qIXVXqu3oBrbTIQvq1pXee0/680+pQwcpOdl2IgC4yCuvSHfcIU2e/L837gAAsCgkI3fu1q2bvvnmG0nS8uXL3RIIsO2556Rs2XLquedsJ4FfmDXLHNeJibGdxP+UKSPNm6fJdyzQ1NN36/Z8G/Xq6sa2U8EFeveWNmyQxo+XXnstUuPH204EAP8vOFiaO1eqXVsaMECFK1eWwsJsp/KIHFFR0jPP2I4BAPgXh9PpdGb0k6ZPn6758+f/p7g3evRojR49+p/fnz59Wr/++mvWU3qpkydPKl++fLZjeEwgrPfUqSBVr15M2bKlauPGQ8qZM8N/PXxOIDyvF/Poep1OFbn9dgUfPqy/NmyQ08P99QLhud20KUxto/OrSMhRffrl34osm9t2JI8IhOc2MVFq376QNm4M17hxx3XfffG2I7ldIDyvFwuk9bJW/xP622/KN3iwdOKEgoKDbcdxu6ATJ5QaEqLDGzd6/PWMDYHydZwmkNbLWv2Xv6+3QYMGOnCF4U0Z2rGXpnv37urXr59OnDih/Pnz//PngwYN0qBBg/75fYkSJVSyZMnMXMJn+Pv6/s3f17t+vRlgGh8frNWrSwTMJit/f17/zWPrXbtW+uMP6eGHVaKCnZ5v/vzcHjkiPfigFBwmTVgSpCpNbrQdyaP8+blN89FHUo0aKXriiQJq3FiqWtV2IvcLhOf1YoG0XtbqZ0qWlLZs0f79+wNjve++q6BHH1WJ7783A6wCQEA8rxcJpPWyVv8VaOtNk64ee6dOndJff/31z++XLVum/Pnz+3U1FIEpNtbchoU5aZuCrJs0ydwyNMPlkpKktm2lgwfN/+Ybb0yyHQluUKyYNH78cSUmSlFR0t9/204EAAGqSxelhofTVxAAvFC6CntxcXFq1aqVqlatqurVq2vs2LH65JNPGKABvxMba9p2tW59Ths3Sj/9ZDsRfNapU9L8+VKDBoGxzcjDBg+WVq+WHntM6tzZdhq4U506iXr3XWnXLvNcp6TYTgQAAShfPsXffbe0Zo20bZvtNACAi6SrsFe6dGmtX79eW7Zs0c8//6zY2FjVqFHDzdEAz/rzT2nnTum226TOnc9K+t+GKyDDZs+W4uMZmuEGM2dKY8ZITZtKo0bZTgNP6NdP6tlT+uwzaehQ22kAIDCd7dTJ/GLyZLtBAACXSFdhDwgEK1aY2+bNpWrVklSzpqnNnD1rNxd8kNNpjqrkzm3Oi8JlfvrJ1EpLlJAWLJBCQ20ngic4HNJ775khlK+8Ii1bZjsRAASexLp1peuvl6ZPly5csB0HAPD/KOwB/y+tv96tt5rbmBjpzBlzmhLIkB9/lH75RerSRcqRw3Yav3H8uOmz5nRKS5ZIhQrZTgRPypbNPO8FC0rdukm//247EQAEGIfD9A0+edL8gwwA8AoU9gBJqammsFe9+v+KBZ06Sdmz0yMYmZD2RcMxXJdJTpY6dJD27TM7t+rUsZ0INpQsaXZqnj8vtWolnT5tOxEABJhu3aSwMPrVAIAXobAHSNq6VTp2zPTXS5M7tykkrF8v/fyzvWzwMadPS3PnmspT9eq20/iNp582x+X795d69bKdBjY1aya98Ya0fbv5+TI11XYiAAggBQpIrVtLK1dKf/xhOw0AQBT2AEn/6693cWFP+t+GK96URLrNnWu2E7Fbz2XmzzeFnJtvlt5+23YaeINHHzW7qj/8UHr1VdtpACDA8AIZALwKhT1A5hhuaKjUuPGlf163rlStmjRrlqnVANc0caKUM6fZ7oks++UXs0OvSBFp4UJz+gdwOMzPk9WrSy+8IC1fbjsRAASQpk2lChWkadOkhATbaQAg4FHYQ8BLTJS+/VZq0OC/cw7SegTHxZmiAnBVGzeasa2dOpniHrLk77/NsIykJGnRIqlYMduJ4E2yZ5eWLpXy5jV/5XbutJ0IAAJE2gvk48fN1mkAgFUU9hDwfvhBOnfuv8dw03TpYqYxMkQD15R2JIVjuFmWkiJ17izt3i29847UsKHtRPBGZcua0+9nzpgi8NmzthMBQIDo3t0cd+EFMgBYR2EPAS821txeqbCXJ4/Uvr20dq30668eiwVfc/asNHu2dNNNUq1attP4vBdflD77zBzD7dfPdhp4szvuMH32tm6VeveWnE7biQAgABQqZMaTr1gh7dplOw0ABDQKewh4K1ZIuXKZIaZXQo9gXNO8eaa4x269LFu6VBo+3PydHDfOnPgBrmbIEKlNG2nBAjNoBQDgAWmveSZPtpsDAAIchT0EtNOnpe+/l5o1k0JCrny/Bg2kG26QZsyQ4uM9Fg++ZOJE0/SrY0fbSXzab79J3bpJBQtKixebY/DAtTgc0gcfSDfeKD31lPTVV7YTAUAAuPVWqVw5aepU07QaAGAFhT0EtFWrTC+vKx3DTeNwmDcl//7bFBuAS2zeLP34oynq5c5tO43POn3a9EmLjzc7r0qWtJ0IviRnTrPbM1cuM5R6zx7biQDAzwUFmSEaR49KH39sOw0ABCwKewho1+qvd7GuXaXwcHoE4zIYmpFlqalmp9727eYoZbNmthPBF1WoIM2aJZ08KUVHS+fP204EAH6uRw9z7IUXyABgDYU9BLTYWKloUaly5WvfN18+08Np9Wrp99/dnw0+4tw5U0moVu3qjRpxVcOHSx9+aCbhPvqo7TTwZffeK730ktlI+8ADDNMAALcqUkRq2dL0QGCrNABYQWEPAevwYTPl9rbb0t+cnyEa+I+FC80Z0pgYpjxk0qefmim4NWqYN/z534iseu4583PmrFnSmDG20wCAn4uJMe+iTJliOwkABCQKewhYK1aY2+bN0/85jRtLlSpJ06dLCQnuyQUfM3GiFBFhtpohw3bsMP/r8uaVliwx80eArAoKMsOOKlaUBg2Svv3WdiIA8GO33y6VLm2GaCQn204DAAGHwh4CVlp/vYwU9hwO0yP4xAnTpB0BbssWad06qX17KU8e22l8ztmzZljGmTPSvHlS2bK2E8GfREZKy5aZunvbttL+/bYTAYCfCgqS+vSRDh0y2/ABAB5FYQ8Byek0hb3rr5dKlMjY53bvLoWF0SMY+t+Z7L597ebwQU6n1LOnOQ7/6qvmzX7A1SpXNjusjx2TWreWLlywnQgA/FTPnlJwMC+QAcACCnsISH/8IR04kL5puP9WoICZtvjNN+ZxEKDi46WZM6Ubb5QaNLCdxue8/rq0aJEZSDNkiO008GfR0dIzz0g//ig99BDDNADALYoXl+65R/rsM2nfPttpACCgUNhDQEo7hpuZwp70vyEakye7Jg980KJF0qlTDM3IhK++kp5+2tREP/iA/31wv2HDpBYtTPunCRNspwEAP8UQDQCwgsIeAtKKFaYdSNOmmfv8Zs2k666Tpk2TEhNdmQw+Y+JEKTxc6tLFdhKfsmeP1KGDlCuX6VOZM6ftRAgEwcHSnDlSuXLSI4+Y1pgAABe7807T44YhGgDgURT2EHBSUqSvv5bq1Mn8vIO0IRrHjkkffujSePAFv/0mrVljOvLny2c7jc84f94ci/z7b2n2bKlCBduJEEjy5TPF5NBQ02/v0CHbiQDAzwQHmyEaBw5In39uOw0ABAwKewg4GzdKcXGZP4abpkcP8wMiPYIDUNrQjLQz2bgmp9P879q8WRo61LThATytWjVzQuzQIdPfkR3XAOBivXqZYzG8QAYAj6Gwh4CT1f56aQoVku6/3zze7t1ZzwUfceGCGbN5/fVSo0a20/iMd981u/RatpSee852GgSyDh2kwYOltWulgQNtpwEAP1OypHTXXdKnn0oHD9pOAwABgcIeAk5srBQR4ZpBpgzRCEBLlkgnT5qz2Ex9SJdvvzWFlIoVpRkzzBv5gE0jR0q33iq9954Z4AIAcKGYGCk11fTaAwC4HT9eIaCcPy99953UuLGZe5BVzZtLZcua1y1JSVl/PPiASZOksDCpWzfbSXzC/v2mFWFEhLRsmRQZaTsRIIWESPPmSaVKSf37Sxs22E4EAH7k7rulYsXMO98pKbbTAIDfo7CHgPLdd6anUlaP4aYJCjIbt44ckT7+2DWPCS/2xx/SypWm836BArbTeL0LF8z/qmPHzE69ypVtJwL+p2BBswFXMkNdjh61mwcA/EZIiOm1t2+f9NVXttMAgN+jsIeA4qr+ehfr0cMMAUubpwA/lvYk9+1rN4cPcDqlhx6SfvxReuYZKSrKdiLgv2rVMv3d9++X2reXkpNtJwIAP9G7t2lZwhANAHA7CnsIKLGxUv78UvXqrnvMokXNQIAvvpD27nXd48LLJCRI06ZJ110nNWtmO43XmzDBHFG/805p2DDbaYAr69ZNGjDAbMYdMsR2GgDwE2XKSC1aSB99ZEaRAwDchsIeAsaJE9KmTaYvnqub98fEmB1KU6a49nHhRT78UDp+3DzZDM24qrVrpUcekcqVk+bMMTtaAW82erTpvfrWW+ZrFgDgAn37mh57TCkCALeisIeA8c03pvjmymO4aW6/3TRhnzqVo1x+a+JEKTRU6t7ddhKvduiQ6asXGiotXSrlzWs7EXBtoaHSggWm13ufPtLmzbYTAYAfuO8+qXBhM0QjNdV2GgDwWxT2EDDS+us1b+76xw4ONj8M/vWXtHy56x8flu3aJa1YIbVqJRUqZDuN10pMlNq0kQ4fNrtXq1WznQhIvyJFpMWLzZszUVFmlzcAIAtCQ80QjT17zOsoAIBbUNhDwIiNlcqWNccD3aFXL3PElx7BfmjyZHMbE2M3h5d77DFzDHfwYKlDB9tpgIyrX18aN870S+3UyZwgAwBkQe/e5pYXyADgNhT2EBD27DGbrtxxDDdN8eLSPfdIn31mJizCTyQmmjPW5cpJt95qO43XmjpVev99879o5EjbaYDM69vX/Pfll9Jzz9lOAwA+rnx58wJ82TLpyBHbaQDAL1HYQ0BI2/3vzsKeZDZ0paaaIgf8xMcfS0ePmrPWrp664id+/FHq39/0mZw/XwoJsZ0IyJoxY6R69UyRetEi22kAwMfFxJg+B9On204CAH6Jn1IRENIKe+7ecHXnnVKJEubkJke4/MSkSaZS1bOn7SRe6ehRKTra1DyXLpUKFLCdCMi68HDTb69wYalHD+nXX20nAgAfdv/9UsGC5jUVQzQAwOUo7MHvpaaawl6NGu4vOoSEmFYiBw5In3/u3mvBA/bsMefxWrY0nfVxiaQkqV078/U+YYJ00022EwGuU7y4tHChlJBg5uacOmU7EQD4qLAw8y7Jzp3SypW20wCA36GwB7+3ZYt07Jj7j+Gm6dVLcjjMm5LwcVOmSE6nabiF/xgyRPr2W2nAAKlbN9tpANdr3Fh66y3zs2iXLmw0AYBM69PH3PICGQBcjsIe/F5srLn1VGGvVCnprrukTz6RDh70zDXhBsnJplli6dLS7bfbTuN1Zs+W3n7bFD5Gj7adBnCfhx4yhetPP5Veesl2GgDwURUrSrfcIi1ZYt5xBwC4DIU9+L3YWHMCoFEjz10zJsb02PvgA89dEy726afSoUPmHebgYNtpvMrmzWYTY7Fi0oIFUmio7USA+zgc0vjx5qj5sGHSRx/ZTgQAPqpvXykxUZoxw3YSAPArFPbg1xITpVWrpJtvlnLk8Nx177lHKlrUDNHg6JaPmjjRTIRgaMYlTpyQoqJM4XrxYloPIjBERJhNJgUKSF27Stu3204EAD4oKkrKn98cx3U6bacBAL9BYQ9+7fvvpfPnpebNPXvdkBDTa+/PP6WvvvLsteEC+/ZJn30m3Xuv6aAPSaaY17GjtHevNHasVL++7USA55QuLc2fL509a342PXPGdiIA8DHZskndu5t3R1avtp0GAPwGhT34NU/317tY797mCNfEiZ6/NrJo6lTzTnJMjO0kXuXZZ02hum9f5okgMN16qzRqlPTbb+ZnU3ZkA0AGpQ3R4AUyALgMhT34tdhYKXduqXZtz1+7bFnpjjtMP6bDhz1/fWRScrKZhluihHTnnbbTeI2FC6XXXpPq1ZPGjLGdBrBn0CCpQwdp6VJp5EjbaQDAx1SubCZvLVoknTxpOw0A+AUKe/BbcXHS+vVmAFdIiJ0MffuaOtG0aXauj0z4/HPpwAGz5ZKhGZKkrVtNq8HChU1fvfBw24kAexwO0z+1alXpuefMPxkAgAyIiZESEqSZM20nAQC/QGEPfuvbb01PMBvHcNO0bGmKIZMmcWTLZ0yaZIZm9OplO4lXOHXK9BNLSDC79mg5CJhhTEuXSpGRpu/krl22EwGAD2ndWsqb1xzHZYgGAGQZhT34rRUrzK2nB2dcLDTU7HTavVv6+mt7OZBOBw9Kn3wi3XWXVKqU7TTWpaZKXbpIO3dKb71lTs4AMMqXl+bONbvDo6Kkc+dsJwIAHxERYUaMb9smrV1rOw0A+DwKe/BbsbFSsWLS9dfbzUGPYB8ydaqpZjEZQpL00kvSp59K3bpJDz1kOw3gfe68U3rlFWnLFvNvPRtPACCd0l5rTZpkNwcA+AEKe/BLf/1l3gS87TbTD8mm8uXNrsFly6SjR+1mwVWkpJjGWUWLSvfcYzuNdR99JA0bJt10kzR+vP2/R4C3evppKTpamjdPGj3adhoA8BFVqkg33yzNny/9/bftNADg0yjswS+lHcO12V/vYjExUlKSNH267SS4oq++kvbtM0MzbE1b8RLbt5sjuAUKSEuWmBMzAC7P4TADkipXloYMoe0CAKRb377ShQvS7Nm2kwCAT6OwB78UG2tubfbXu9j995siyaRJHNXyWhMnmp/Qe/e2ncSq06elVq1Mv7D586XSpW0nArxfrlxmmEbOnFK7dtKff9pOBAA+oF07M4WIIRoAkCUU9uB3nE6zY69yZdNjzxuEh0s9ekg7dphpvfAyhw6Zs6d33CGVKWM7jTWpqebr9PffpVGjpFtvtZ0I8B2VKkkzZ0onTpijufHxthMBgJfLnt0cEdiyRVq/3nYaAPBZFPbgd7ZvN8NNveUYbpq0HsEM0fBC06aZHnsxMbaTWDVypNl11KGDNGiQ7TSA72nZUnrhBemnn6R+/diAAgDXxAtkAMgyCnvwO2nHcL2tsFexotSsmbR4sXT8uO00+EdqqjkjXbiwdN99ttNY8/nn0nPPSVWrmhkiDMsAMufFF6V775VmzJDGjbOdBgC8XPXqUt26ZgLR6dO20wCAT6KwB78TGysFB0tNm9pO8l99+0qJieYHPniJFSukPXuknj2l0FDbaazYtUvq2NG0uVm6VMqRw3YiwHcFBZkjuRUqSAMHSqtX204EAF4uJkY6f16aM8d2EgDwSRT24FeSk6VvvjFv/EVG2k7zX9HRUr58DNHwKmlHP/r0sZvDknPnpKgoKS5OmjtXKl/ediLA9+XJY4rk4eFSmzamPQQA4AratzdTiCZM4AUyAGQChT34lY0bzS5+bzuGmyZbNql7dzOcYM0a22mgI0ekZcvMF0wAVrScTjMEeMsW6ZVXpDvvtJ0I8B833mjadx49KrVuLSUk2E4EAF4qZ06pUydp82bzYh4AkCEU9uBX0vrrNW9uN8fV0CPYi0yfbrZ5pj0pAWb0aGn+fLOT9OmnbacB/E+bNtKTT0o//CA9/LDtNADgxdIGmE2aZDcHAPggCnvwK7GxUvbsUv36tpNcWeXKUqNG0sKF0smTttMEMKfTvHgsWFBq1cp2Go/7+mtpyBDz9ThtGsMyAHcZPly64w7zzw0/rwLAFdx0k1Srlumzd+aM7TQA4FMo7MFvnDsnrV0rNWli+hp5s5gYcyxr1izbSQLYypXSzp1Sjx5SWJjtNB71559Su3bm5MvSpaatDQD3CA42P6eWKSMNGCB9/73tRADgpWJipLNnzYRcAEC6UdiD31izxkyc9db+ehdr08Y0V584kR7B1gTo0Iz4eHP09sQJM7mzUiXbiQD/lz+/KaIHB5t+e4cP204EAF6oY0cpRw761QBABlHYg99YscLc+kJhLyJC6tpV+vVXad0622kC0LFj0pIlUrNmUsWKttN4jNMp9esn/fST9MILUsuWthMBgaNGDWnyZOmvv6S2bc0bUQCAi+TKZYp7GzZImzbZTgMAPoPCHvxGbKxUoIBUtartJOmTNq+BnksWzJhhfqpOa9QcIMaNM0u/917pxRdtpwECT6dO0mOPmR3mgwfbTgMAXoghGgCQYRT24BeOHzdv7DVvLgX5yFd11apSgwZmKumpU7bTBJC0oRn580tRUbbTeMzq1dLAgVKFCuYIrq/8PQH8zahRZrPw2LGm0A4AuEjt2lL16qYR9blzttMAgE/gRzv4ha+/Nre+cAz3Yn37mp5ns2fbThI4wtevl7Zvl7p1k7Jlsx3HIw4eNH0dw8NNn688eWwnAgJXaKh5Q6dECemBB6SNG20nAgAv4nCYXXtnzkgLFthOAwA+gcIe/EJsrLn1tcJeu3ZS7twM0fCkHHPmmF+knYX2cwkJpln/0aPStGnSjTfaTgSgUCHT5tPpNMNsjh2znQgAvEjnzqYhNUM0ACBd0lXYu3Dhglq1aqWKFSuqevXquv3227Vz5053ZwPSbcUKqXx5qUwZ20kyJkcOqUsX6ZdfpB9/tJ0mAJw8qezLl0uNG0uVK9tO4xEPPyz98IP05JNm1x4A71CnjvT++9K+fVKHDlJysu1EAOAlIiOl9u2l77+XtmyxnQYAvF66d+zFxMRo+/bt+vnnn3X//ferT58+7swFpNvu3ea/5s1tJ8mctI1jvCnpATNnypGQEDBDM2bPzqFJk6Q77pCGD7edBsC/9ewpPfigaSfx1FO20wCAF2GIBgCkW0h67pQtWzbdfffd//y+fv36euONN9wWCsiIFSvMra8dw01To4bZuTF3rjR6tDmaCzdwOnXy/fk6lbOKgmq3kfbaDuRe27dLL7yQV2XKSHPmSMHBthMBuJy33pJ+/ll6802pbNkIPfSQ7URwtYQEKTXVdgrAx9SvL1WpYiZ+jRwpZc9uOxEAeK10Ffb+7Z133tH999/v6ixApsTGmj67t9xiO0nmxcSYnXtz55pm6nC9pUPWqv32lUpSmBQYp3CVLZtTS5c6lD+/7SQAriQsTFq4UKpVS3riiXxq3FiqVs12KrjKX39JDRpIxYoV1LffmucbQDqkDdF45BFp0SIz9AwAcFkZLuy9+uqr2rlzp1akbZO6yOjRozV69Oh/fn/69Gnt378/awm92MmTJ21H8ChvXG9qqvTVV8V0440pio8/Ild9uXl6rY0aOZQjRzGNHZusu+8+4tFre+Pz6mq7vzqobm9UUx5HnO5pfU7h+fPZjuQR9esfUf782Vz298KbBcLX8cUCab2Bstb33gtT27YFdd99yfrkkyPKk8f/t3j5+3ObmCi1b19I+/aFa9++bOrd+6xeffVv27Hczt+f138LpPV6eq2OZs1ULDxcSWPG6KiH38EPpOdVCqz1slb/FWjrvViGCntvvPGGlixZotjYWGW/zHboQYMGadCgQf/8vkSJEipZsmTWU3oxf1/fv3nbejdtkv7+W+rbN9jl2Ty91s6dpYkTw3T0aEnVquXRS3vd8+pKcfviFNMvWfGK0Cdv7VK56PwqWTIwzjvv3x/n18/tvwXSWqXAWm8grLVkSemll07q2WfzaciQ4vrkk8A4Qu/Pz23//tLGjdKgQdL69Rc0a1ZONWuWU717207mfv78vF5OIK3Xo2stWVJq107hM2eq5Jkz0g03eO7aCqznVQqs9bJW/xVo602T7uEZo0eP1ty5c/XVV18pT548bowEpF/axlFfHZxxMXoEu15qcqq61v1dfySV1ZtR36npozVsRwKAK+rS5Zx695Y+/1x64QXbaZAVU6ZI48eb/r+vvSaNHXtCpUubYSnr19tOB/gQXiADwDWlq7B34MABDR48WKdOndItt9yiGjVqqF69eu7OBlxTbKzpV9Ooke0kWVerlnTTTdLs2dLZs7bT+IdX7lilj4/UU5eya/TIoia24wDAVTkc0tixZqDSq69KS5bYToTMWL/eFPBKl5bmzZNCQqR8+VK1dKkUFCRFR0tHPNt1A/BdDRtKlStLM2ZIFy7YTgMAXildhb0SJUrI6XRq165d2rx5szZv3qwffvjB3dmAq0pIkFatMt/v/WVQVt++pqg3b57tJL7vkxfW68VvmqlGxO+asP4mOYIctiMBwDVlyyYtXiwVLCh17y5t22Y7ETLiyBFTuAsKkpYu1SXDi2rWlCZOlA4elNq1k5KS7OUEfIbDYV4gnzzJux0AcAXpPooLeJt166T4eHPMxV906mSKlJw2yJodX+1Vl5crKZ/jpJZ+mVPZC/hJ5RdAQChZ0kzKjY+XoqKkuDjbiZAeSUmmYHfwoPk+XrPmf+/TtasZ8rlqlfTEE57PCPikbt3MEZ2JE20nAQCvRGEPPis21tz6U2Evd26pY0dzjGfzZttpfNOZv86o1X3JOqOcmj9yr8o0KmE7EgBkWNOm0ptvSn/8YX6mTfX/Ibk+7/HHTcHukUekLl2ufL833pCaNJHeeUeaNctz+QCflT+/1KaN9O230vbtttMAgNehsAeftWKFFBkpj0+Qdbe+fc0tu/YyzpnqVK+6W7Ut4TqNuHuNbhtyk+1IAJBpaQWijz6SXnnFdhpczaxZ0rvvmoLdG29c/b6hodKCBVLx4uZ7/qZNnskI+DReIAPAFVHYg0+KizO72m65RQoOtp3GterWlapVMz8knDtnO41vGXXPt1p0sIHallinJz5mWAYA3+ZwSBMmSDVqSEOHSp98YjsRLmfTJlNzKF7cFOxCQ6/9OYULm3ZhqanmuPXx4+7PCfi0pk2lChWk6dNNo20AwD8o7MEnrVxpXgz70zHcNA6HFBMjnT5teiwhfb4csVHPfN5YVcJ3aOqPVRmWAcAvZM9uhjDkzWt27+3YYTsRLnb8uCnMpaaaQl3hwun/3Lp1pffek/7807ThSE52X07A56W9QD5+XFq2zHYaAPAqFPbgk/yxv97FOneWIiLoEZxeu7/drw7PllNuxxkt/TRMOYvktB0JAFymTBkzLf3MGalVK3ML+5KTpQ4dTGHuvfdMoS6jeveWHnjAvK559lnXZwT8SvfuZkssL5AB4BIU9uCTYmOlEiWkihVtJ3GPPHnMZL1166StW22n8W7nj59X9J3ndcoZqdkv7tB1zUvbjgQALnf77dKIEdK2bVKvXpLTaTsRnnnG9Pvt188U6DLrnXek+vWlUaPMUV4AV1CwoNki+/XX0s6dttMAgNegsAefc/Cg9PvvZreew49PW8bEmFt6BF+ZM9WpvrU36ecLlfTSrat094t1bEcCALd54gmpbVtp0SJTBII9CxZIr78uNWhgCnNZER4uLV4sFSliira8oQdcRdoL5MmT7eYAAC9CYQ8+Z8UKc9u8ud0c7taggXTjjdKMGVJ8vO003umd1qs058+Gur/ID3r2C4ZlAPBvDoc0dapUpYrZLfbll7YTBaYtW6SePU0hbtEiKSws649ZrJjpq5uQYI5b//131h8T8Eu33CKVLy998IGUmGg7DQB4BQp78Dlp/fX8vbDncJgpe6dOmR8ccKlvRm/S48saqlLYbs34sbKCQvjnDID/y5nTDNPIndv0d9uzx3aiwPL33+YkYGKi+d5crJjrHrtRI7P7b9cuMyglNdV1jw34jaAgqU8f6ehR6aOPbKcBAK/AT8LwKU6nKezdeKNUtKjtNO7Xtas5okOP4EvtW3dQ7R8voew6r2VLpdwlctuOBAAec9110uzZ5o2fqCjp/HnbiQJDSooZbrVrlynANWzo+mv07y/16CEtXy4NHer6xwf8Qo8eUkgI/WoA4P9R2INP+e036dAh/52G+2/58pl+SmvWmLVDunDqglrfFqdjzoKa8dRvuv7ucrYjAYDH3X239NJL0s8/m93dDNNwv6FDpc8+M8dw+/d3zzUcDun996VataSXX5aWLXPPdQCfVqSIdP/9ph8B25YBgMIefEtaf71AKexJDNG4mDPVqQfr/qgN52/Qsw1XqtWIerYjAYA1zz5rfradMyfrAxxwdcuWSa+8ItWuLb33nnuHd2XLJi1ZIhUoIHXrZgaGAfiXvn3NLUM0AIDCHnxLbKwUHCw1CaA5CY0aSddfL02fLl24YDuNXeM7r9YHOxrrroI/6qWvG9uOAwBWBQWZAUuVKkmPPy6tXGk7kX/6/XdTYCtY0BTcsmVz/zVLlTKTd8+fN8etT592/zUBn3L77VLp0maIRlKS7TQAYBWFPfiM5GTpm2+kevVM0/BAkTZE4+RJ0zA9UH33/i96ZF4DlQ/5U7N/qKDgsGDbkQDAuty5zW6y7Nmldu2k/fttJ/Ivp0+bKbXnz5tCW8mSnrv2LbdIr79uCovduzNMA7hEUJB5gXzokPTpp7bTAIBVFPbgM378UTpzJrCO4abp1k0KCwvcIRp//XRYbQYUVpgStXR+ovKWzWM7EgB4jeuvNzv3jh2ToqPZ3e0qqanm++/27abA1qyZ5zM89pjUqZMp3o4Y4fnrA16tZ09zlCdQXyADwP+jsAefERtrbgOxsFeggPlhbeVK6Y8/bKfxrMSziWrT9JgOpxbWB4/9rKrRFWxHAgCv06qV6bm3YYP04IMM03CFV1+VPvzQFNYee8xOBofD9NitVk16/nkzvAPA/ytWTLr3Xunzz6V9+2ynAQBrKOzBZ6xYIeXIYY7iBqJAHaLxaL3vte5sVT1RZ6XavXWz7TgA4LVeekm66y7Tcmr8eNtpfNvy5dILL0jVq5vvu+4clnEt2bObVhx58pgi486d9rIAXicmxryTMWWK7SQAYA2FPfiEc+ektWvN0IywMNtp7GjWTLruOmnaNCkhwXYaz5jSY7XGb2ui5nl/0qurGtmOAwBeLThYmj1bKl9eeuQR6bvvbCfyTTt3mgJa3rymoJY9u+1EUrly0ty5UlycGaZx9qztRICXaNHCNL+cMsU05AaAAERhDz5h9Woz8CoQj+GmSRuicfy4ORrk79Z/8KsenF5XpYMPaN660grJFmI7EgB4vbRiVFiY1KaN9NdfthP5lrNnTeHszBlTSCtb1nai/2nRwhwP3rpV6t2b49aAJPOORu/e0sGDnFUHELAo7MEnBHJ/vYv16CGFhvp/j+AjW48puk8+BSlVS2acVYFK+W1HAgCfUbWqOY57+LAp7iUm2k7kG5xOUx/YulUaPly64w7bif7rySel1q3NhN4337SdBvASvXqZKbmB1q8GAP4fhT34hNhYqVAhqUoV20nsKlTINEhfsULatct2GvdIOp+kdo0O6mBqUU18YKNu6nS97UgA4HPatZMef1xat0569FHbaXzDG2+YglmbNqaA5o0cDlO0veEGkzHtjU8goJUsKd19t/Tpp9KBA7bTAIDHUdiD1zt6VPr5Z6l5c/NmXKBLG6IxebLdHO7yRMO1WhVXQ49U/1Zdx9NXDwAya8QI871z/Hj6yl/LV19JTz1lCmZTp9odlnEtuXKZ49Y5c0odOkh799pOBHiBvn2l1FTzFxgAAgxlEni9b74xt82b283hLW691fT8mTrV/45Xzer/nd7Z3FRNIjfrjbVMwAWArAgJkebNk0qXlh58UFq/3nYi77R3rymQ5colLVtmbr1dxYpmUMqJE1J0tBQfbzsRYNndd0vFipl3MVJSbKcBAI+isAevR3+9SwUFmTcljx6VPv7YdhrX2TT3d/Udf5OKBx3SgjXFFZo91HYkAPB5BQpIS5aY7x2tW5vvHfif8+fNsIyTJ6VZs6QKFWwnSr9775WGDpU2bZIeeIBhGghwISGmSea+fdKXX9pOAwAeRWEPXs3pNMdjrrvO7DiA0bOnef3iLz2Cj28/oaiuOZWqIC2edFKFqxS0HQkA/MZNN5mhSwcOmN57SUm2E3kHp9MUxDZvll56yRTKfM3zz0v33SfNnCmNHWs7DWBZ797mHL2/T5kDgH+hsAevtnu39Oef7Nb7tyJFzAv5L7+U9uyxnSZrki8kq+PNe/VnSgmN67Ze9XrdaDsSAPidrl2lhx+Wvv1WeuIJ22m8w5gxZpdey5bSc8/ZTpM5QUGmqFexojRwoLRqle1EgEWlS0stWpgjLYcO2U4DAB5DYQ9ejWO4VxYTY3Yb+HpD9GebrlHsyVp6oPIq9Zne2HYcAPBbb74pNW4svfOOKWgFsm+/lQYNMgWxGTN8ezhXZKQZphERIbVty1BQBLiYGNNj74MPbCcBAI/x4ZcxCAQrVpgd9bfcYjuJ97n9dvPG5NSpUnKy7TSZs2DgWo1a30z1c27RO9/Xsx0HAPxaaKi0cKFUvLjp1bppk+1EduzfbwpgERGmIBYZaTtR1t1wgzRtmumh2Lq1lJBgOxFgyb33mqMtkyaZKbkAEAAo7MFrpaaawt5NN0n58tlO432Cg00rkUOHpE8/tZ0m47Ys2aGeb1dX4aCjWvxtQYXnDrcdCQD8XuHC0uLF5ntsVJR0/LjtRJ514YIpfB07Jk2fbgpi/qJ1a+npp8304wEDbKcBLAkNNc2o9+7939EfAPBzFPbgtTZvNlPqOIZ7Zb16meNDvtYj+O89pxTVPkyJCtOiMYdV7KYitiMBQMCoV08aN870sO3Y0Xd3fWeU02kKXj/+KD3zjBQdbTuR6738smkxNnmy7702AFymTx9z6y9T5gDgGijswWvRX+/aihc3Jw4++0zat892mvRJTU5Vl3o7tCu5tN5uu1aNHqxmOxIABJw+fUwrqthY6dlnbafxjIkTTV/aFi2kYcNsp3GP4GBpzhypbFlTxFy3znYiwIJy5UzPmmXLpCNHbKcBALejsAevFRsrhYdLDRvaTuLd0oZoTJ1qO0n6DL11lZYfq6Me163Wg/Oa2I4DAAHr3Xel+vWlUaOkBQtsp3GvdevMVOBy5UzhKzjYdiL3yZfP9A4MCTHHcxkOioDUt6/Zjjxtmu0kAOB2FPbglS5ckNasMUW9iAjbabzbnXdKJUqYXQjefpxq2dM/6OXVzVQr+za9/2MdOYIctiMBQMAKDzf99goXNq0dtm61ncg9Dh0yBa7QUFPwCoS+vdWrm9cFhw6ZQSGJibYTAR52//1SwYIM0QAQECjswSutWyfFx3MMNz3ShmgcOCB9/rntNFf2+/Ld6jaysgo4jmtJbKSy5clmOxIABLxixaRFi8wU1VatpL//tp3ItRITpTZtTIFryhSpWgB1f+jYURo0SPruO3MLBJSwMDNEY9cuaeVK22kAwK0o7MEr0V8vY9KGaHhrj+DTB06rVZR0Xtm14I39KtWguO1IAID/16iR9Pbb5uffLl38a3PLwIHS2rXS4MFShw6203jea69Jt9xihqVwIhEBJ22IBpNkAPg5CnvwSrGxUp480k032U7iG0qVMkdyP/lEOnjQdppLpSanqnvdbdqeWE6jWn6nWwbVtB0JAPAvDz4o9eghLV8uDR1qO41rfPCB9N570q23SiNH2k5jR0iINH++VLKk1K+ftGGD7USAB1WoYCrbS5ZIx47ZTgMAbkNhD17n1CnzwvPWW/27ubWrxcSYXRbeNkRjxF2rtOxQfXUsvVYDlzIsAwC8kcMhvf++VKuW9PLL0ocf2k6UNRs2SP37mze+5s0zBa5AVbCg6S0oSdHR1DcQYGJipKQkacYM20kAwG0o7MHrrFxpClQcw82Ye+6RihaVJk+WUlJspzE+G/ajno9tomrZtmvyhhoMywAAL5Ytm9nYUqCA1LWr9PvvthNlztGjpoAlmfUULGg3jzeoVUsaP17av19q1877h20BLhMVJeXPb47jOp220wCAW1DYg9dJ66/XvLndHL4mJMQM0di3T/rqK9tppJ0r/lSnoRWUxxGnpZ9FKHuB7LYjAQCuoVQpacEC6fx58/Pw6dO2E2VMcrLUvr0pYE2YYApaMHr0kB56yLyB+uSTttMAHhIeLnXvLv3xh7Rqle00AOAWFPbgdWJjTS+YChVsJ/E9vXub41S2ewSfPXxWUfckKs6ZW3Nf3qVyzUrZDQQASLdbbpFGjTI79rp3961hGkOGmMLVgAEmOy41erTUsKG5nTPHdhrAQ/r2NbfeOmUOALKIwh68yv790vbt5hiug1ObGVamjHTHHdJHH0mHDtnJ4Ex1qnfdX7Q1oYKGt1ilFs/WthMEAJBpAwdKHTtKy5ZJI0bYTpM+c+ZIb71lpvyOHm07jXcKC5MWLZKKFTMDQ3/+2XYiwAOuv15q0sR88Z84YTsNALgchT14lRUrzC399TIvJsb02Js2zc7132i5Sgv236zWxdfpqeVN7YQAAGSJw2F6tlarJj3/vPTZZ7YTXd3mzaZQVayYtHChFBpqO5H3KlLE1DeSk81x65MnbScCPCAmRkpIkGbOtJ0EAFyOwh68Slphj/56mXfffVLhwua0gaePT8WO+klPfdpIN4Tv1AfrqzAsAwB8WPbsZppqnjxSp07Szp22E13eiROmQJWcLC1ebApXuLoGDaQxY6Q9e8zOTG8ZugW4TevWUt68DNEA4Jco7MFrOJ2mv16VKqYwhcwJDZV69jQv1tMKpZ6wd80BdXiqtHLqrJZ+GKxcxXJ57uIAALcoV06aO1eKizPFs7NnbSe6VEqKKTru3SuNHSvVr287ke+IiTG7HL/80uzKBPxatmxSt27Sb79Ja9faTgMALkVhD15j2zbp8GGO4bpCnz7m1lNDNOJPxiv6jjM64cyv2c9vV8UWZT1zYQCA27VoIQ0fLm3daoY0edNml+eeM4Wpvn1NoQrp53CYYmjduqaP4uLFthMBbpY2RMP2lDkAcDEKe/AasbHmlsJe1pUvb44zL1smHTni3ms5U52Kqf2TNsVX1otNV+reYXXde0EAgMc99ZQ5ybZggfTmm7bTGIsWSSNHSvXqmWOlyLjwcFPQK1RI6tHDvMkK+K0bb5Ruvtn8Q/b337bTAIDLUNiD14iNlUJCzNAqZF1MjOk3NH26e68zpt0qzdrTUPcWXq8XYnnyAMAfORzSBx9IN9wgPfnk/96Ms+XXX00hqnBhU5gKD7ebx5eVKGEGjly4ILVqZY5dA34rJsZ8sc+ebTsJALgMhT14haQkaeVK0xsnF63ZXKJVK6lgQTNEw13HplaN+VmDFjdUhdA9mrW+koJC+CcFAPxVrlxmmEbOnFKHDqavnQ2nTpnvcQkJpiBVvLidHP6kSROzE3PHDqlLF88P3wI8pm1bKTKSIRoA/Ao/hcMr/PijacjNNFzXCQszuxl27jRFU1c78OMhtX20mCIUr2WLUhRZKtL1FwEAeJWKFaVZs8wk2uhoKT7es9dPTTWFp507pbfekho39uz1/dnDD0tdu0qffCK9/LLtNICbZM9uvtC3bJF++MF2GgBwCQp78Ar013MPdw3RSDidoNa3nNBRZ0FNe3yrbmh5nWsvAADwWvfdJ734orRpk/TAA57d9PLSS9Knn5rhlg895LnrBgKHQ5owQapZUxo6VPr4Y9uJADdhiAYAP0NhD14hNtYc7alXz3YS/1KxotSsmbRkiXTsmGse0+mUHqqzXuvPVdHTDVaq9esNXPPAAACf8cIL0r33SjNnmsmqnvDRR9KwYdJNN0njx5tCFFwrIsK8Zsif3+yM/OMP24kAN6hWzfzQMX8+TSUB+AUKe7Du7Flp3TqpaVMpNNR2Gv8TEyMlJkozZrjm8SZ2Xa0pfzRWi/wb9PJKzkABQCAKCjJHcitUkAYOlFatcu/1tm83p+fy5zeFp4gI914vkJUpI82bZ16fRUVJZ87YTgS4QUyMdP68NGeO7SQAkGUU9mDdqlVmeivHcN0jKkrKl881QzTWTdyih2fXU9mQfZrzQ3kFhwW7JiQAwOdERpphGtmymX70Bw645zpnzpjvZWfPSgsWSKVLu+c6+J/bbpNGjpS2bZN69mTGAPxQ+/ZmIhBDNAD4AQp7sG7FCnPL4Az3yJZN6t7d7HZYvTrzj3No8xG17l9QIUrW0tnxylc+r+tCAgB80o03StOnS0ePSq1bm0m1rpSaar6H/fabNGqUdOutrn18XNnjj0vt2kmLF0uvvWY7DeBiOXJInTtLmzdLGzfaTgMAWUJhD9bFxkqFCklVqthO4r+y2iM48Wyi2jY5okOpRTRlwGZVb1fJdeEAAD6tdWvpqaek9eulAQNc+9gjR5pdgR06SIMGufaxcXUOhzR1qnl99swz0hdf2E4EuFhMjLlliAYAH0dhD1YdOSL98os58kETbPepXFlq3FhatEg6eTLjnz/o5nX67kw1Daq1Uh3H3OzyfAAA3/bKK9Idd0iTJ7vuZ+TPP5eee06qWtU8Lq8TPC9HDlNYjYyUOnaUdu+2nQhwoZo1pVq1TJ89mkkC8GEU9mDV11+bW/rruV/fvuaI1MyZGfu8aX3WaNyWprolzya9tqaRe8IBAHxacLA0d65UtqzZtbduXdYeb9cuU0hK6+OXI4drciLjrrvO1D1OnTK9Ds+ds50IcKGYGPNFPW+e7SQAkGkU9mBVbKy5pb+e+7VpI+XJk7EewRtmbFO/KbVVMvig5q8tqZBsIW7NCADwXfnymSJcSIg5nnvoUOYe59w5U0CKizPFwvLlXZsTGXfXXdKwYeaURd++zBqAH+nY0bxzwHFcAD6Mwh6scTpNYa9CBalUKdtp/F9EhNStm5lwt3btte9/dNtxRfeKlCQtmRqngpULuDkhAMDXVa9ujs0eOmQm5SYmZuzznU6pTx9pyxZzvPfOO92TExn3zDNSq1am2Pr227bTAC6SK5fUqZO0YYP000+20wBAplDYgzW7dkn79nEM15PShmhMmnT1+yVfSFb7hvu1P6W4xvfeoNrdbnB/OACAX+jUSRo4UPruu4wPvBg92pyIi4qSnn7aPfmQOUFBZgLy9ddLTzwhffON7USAi6T3BTIAeCkKe7Am7RguhT3PqVJFatBAmj9f+vvvK9/vyUZrtPJUTT1U9Vv1mExfPQBAxowaJTVrJo0bJ02blr7P+fpracgQM/Bp+nSGZXij3LnNcevs2aV27cwbtIDPq11bqlFDmj2bJpIAfBKFPVgTG2tetN9yi+0kgSUmRrpwwbx2uZw5D32n0RubqWGuXzR6bQPPhgMA+IWQEGnBAqlkSalfP3PK7Wr+/NMUinLmNIWjXLk8kxMZd/31ZhDX8eNSdLQUH287EZBFDod5gXzmjHn3GwB8DIU9WJGSYt6Zr11bypvXdprA0ratecf9ckM0fl6wXX3eq6miQYe1aE0RheUMsxMSAODzChaUliwxv46Olo4du/z94uPNx0+cMAWjSpU8lxGZc//90vPPSxs3Sg8+yDAN+IFOncxWVIZoAPBBFPZgxebN5igox3A9L0cOqUsX05h8/fr//fnJXX8rqnOEkhWixe8fU5FqheyFBAD4hdq1pfHjpf37zY685ORLP+50mh19P/0kvfCC1LKlnZzIuKFDpbvvNket33/fdhogiyIjpfbtpR9+MOOfAcCHUNiDFWn99Zo3t5sjUMXEmNu0NyVTElPUsd4u7UkupTGdvleDmKr2wgEA/EqPHmZX18qV0pNPXvqxceOkGTOke+6RXnzRRjpkVlCQNGuWVL689Oij0po1thMBWZT2ApkhGgB8TLoKe4888ojKlCkjh8OhzZs3uzkSAkFsrJQtm9Swoe0kgal6daluXTN58MwZh55vtlpfnqitPpVWKWZmY9vxAAB+5q23zPf80aOlOXPMn/3wQ5gGDpSuu84UiIJ4u9nn5M0rLVsmhYdLbdpIBw/aTgRkQb16UtWq0syZctA8EoAPSddLqDZt2mjNmjUqXbq0u/MgAMTHS6tXS40ameIe7OjbVzp/Xnq8U5JGrGumujm2auz6enIEMYYQAOBaYWHSokVS0aJSnz7S8uVS//4FFB5uCkN58thOiMyqUkWaOlU6csQU9xISbCcCMsnhMC+Q4+IU8cknttMAQLqFpOdOTZo0cXcOn7Pjq72a+Ox2jfq+BIWQDFq71rzo89r+eqtWKdcXX/j9TxkdEkI1MKy/Pvu5rAo5jmnxN/kVnjvcdiwAgJ8qUkRavFhq2tQcvZWCtXChdOONtpMhq9q1M4M0Ro2SBgzIH1CtVk6dyuXvLxn/ERBrPd9bCjmk5JHJClmx0nYaj4m/EK+IbLtsx/AI1uq/6rQKV8m+JW3HsCJdhb30Gj16tEaPHv3P70+fPq39+/e78hJe47lef2rBgRbKd/dn6jKpiu04HnHy5EmXPM7SpZGScqtKlcPavz/JJY/pKuHffaeCnTsrT2qq7Shul1NSTwVpvPpp4tBf5SxS3m//vl7MVV/HvoC1+q9AWi9r9S8lSkjDhuXQ00/nU69eR1SvXqIC4FtPQDy3/fpJ339fQF98kV1ffGE7jSflsR3Ag/LYDuAB2SW9Kh2TtNx2FgAZ8Wb4hyp/ZwC8qLgMh9OZ/gH1ZcqU0bJly1SjRo103b9EiRI6cOBAZrN5tbh9capd/qT2JJfUire3qumjNWxHcrv9+/erZMmsV8Dr1pV27pSOHZOCg10QzFX+/NOM70tI0LH33lPBSpVsJ3K7xCSHtpwKUa27a9iO4jGu+jr2BazVfwXSelmrfzpyREpMDJz1Bspzm5IiffHFYRUsWMR2FI85cuSIChcubDuGRwTMWhMSdGL9euXPn992Eo85ceJEwKyXtfqvbKVTVbWZ/266ulp9zaU79gJJZKlITZ7wm+7tXUBtBxbXxvp/qWS9YrZjeb2//5Y2bJCio72sqBcfb0IdPy59+KEu1KwpBcAL8DBJhQJhqwQAwKsULqyA2KkXaIKDpapVkwLhJdQ/9u9PDJj1Bs5aw7W/dJmAKManCZQ3HyTW6s8C4fTZlTB/LAvK3V5c0x7fqmPOgmrd/G9dOHXBdiSv9803ktPpZf31nE5zfuSnn6QXXpBatrSdCAAAAAAA4JrSVdh74IEH/tn216JFC1133XXuzuUzWr/eQE/VX6kfz92oh+r+KGdquk82B6TYWHPrVYW9ceOkGTNMJ+8XX7SdBgAAAAAAIF3SdRR3woQJ7s7h0175trF+KrZBU3c0Vp0uq9RvDlOEr2TFCql0aal8edtJ/t/q1dLAgdJ110mzZklBbGIFAAAAAAC+gSqGCwSHBWvuD+VVNmSfHplbX+smbrEdySvt2yf98YfUvLnkcNhOI+ngQaltWyk8XFq6VMqTx3YiAAAAAACAdKOw5yL5yufV0tnxClGyWvcvqEObj9iO5HVWrDC3XnEMNyFBat3ajOX74AOpiv9OzwEAAAAAAP6Jwp4LVW9XSVMGbNah1CJq0+SIEs8m2o7kVdL66916q90ckqRHHpF++EF68kmzaw8AAAAAAMDHUNhzsY5jbtagWiu19kw1DWywznYcr+F0msJetWpS4cKWw0yaJE2cKN1+uzR8uOUwAAAAAAAAmUNhzw1eW9NIt+TZpPe2NtUHvVbbjuMVtm6Vjh71gmO4P/wgDRgglSkjzZ0rBQdbDgQAAAAAAJA5FPbcICRbiOavLamSwQfV/4M62jD9V9uRrEvrr9e8ucUQhw+bvnrBwWZYRv78FsMAAAAAAABkDYU9NylYuYCWTI2TJEX3zqOjvx6znMiu2FgpJERq0sRSgKQkqV07Mwl30iSpRg1LQQAAAAAAAFyDwp4b1e52g8b33qD9KcXVvtEBJV9Ith3JiqQkaeVKqUEDKWdOSyEGD5ZWr5Yee0zq3NlSCAAAAAAAANehsOdmPSY30kNVv9XKUzU1pOEa23Gs+OEH6dw5i/31ZsyQxoyRmjaVRo2yFAIAAAAAAMC1KOx5wOi1DdQw1y9666dmmvPQd7bjeFxsrLm1Utj76SfpgQekEiWkBQuk0FALIQAAAAAAAFyPwp4HhOUM06I1RVQs6JD6vFdTm+dvtx3Jo1asMEdw69Tx8IWPH5eioiSnU1qyRCpUyMMBAAAAAAAA3IfCnocUqVZIi94/rmSFKLpLhE7sOGk7kkecOSN9/73UrJmHN8slJ0vt20v79knvvWehqggAAAAAAOBeFPY8qEFMVY3p9L32JJdSpwa7lZKYYjuS261aZWpsHj+G+/TT0tdfS/37S716efjiAAAAAAAA7kdhz8NiZjZWn0qr9OWJ2nqu6WrbcdzOSn+9efOkN96Qbr5ZevttD14YAAAAAADAcyjseZgjyKGx6+upbo6tGvl9My0avM52JLeKjZWKFJFuuMFDF/zlF6l3b6loUWnRIikszEMXBgAAAAAA8CwKexaE5w7X4m/yq5DjmHqMrqpfP9xpO5JbHD4sbd1qdus5HB644MmTZlhGUpIp6hUt6oGLAgAAAAAA2EFhz5ISdYpq4Tt/KUHhatU2RKf+jLMdyeW+/trcNm/ugYulpEidO0u7d0vvvGOO4QIAAAAAAPgxCnsWNXm4uka3XqudSWXUte52pSan2o7kUmn99TxS2HvxRenzz82gjH79PHBBAAAAAAAAuyjsWTZgQRN1LbdGnxytq2G3rbIdx2WcTlPYq1RJKlnSzRdbulQaPlyqU0caN85D534BAAAAAADsorBnmSPIoQk/1lLNiN/00rfN9NGzP9iO5BI7dkj793tgGu5vv0ndukkFC0qLF0vZsrn5ggAAAAAAAN6Bwp4XiMgXoaVf5VJ+xwl1ffV6bf9st+1IWbZihbl1a2EvLs4My4iPlxYu9MDWQAAAAAAAAO9BYc9LlG5YQvNG/qmzyqmoVk6d+euM7UhZEhsrBQVJzZq56QKpqWan3vbt0ptvSk2buulCAAAAAAAA3onCnhe5bchNeu2e1fotsbx61PlVzlSn7UiZkpJiJuLWri3lyeOmiwwfLn30kZmE+8gjbroIAAAAAACA96Kw52UGf9RU7Uuu1ZK/6mvkXd/ajpMpP/0knTrlxmO4n35qpuDWqCFNnMiwDAAAAAAAEJAo7HkZR5BDUzZUV9Vsf+jZL5vo81c22I6UYbGx5tYthb0dO8wuvbx5pSVLpOzZ3XARAAAAAAAA70dhzwvlKJRDSz8NV6TjtDq+cJ12ff2n7UgZsmKFFBEhNWjg4gc+e9YMyzhzRpo3Typb1sUXAAAAAAAA8B0U9rxU+VtLa87QHYpz5lbUPQk6d/Sc7UjpEh8vrVkjNWokZcvmwgd2OqWePaVff5VGjJBuv92FDw4AAAAAAOB7KOx5sbteqKOXb1ulLRcqqk+dn31imMZ3/9fefQZGUbVtAL43lRJCEaRIkI5IU6pAQiCBhCZVijRBmiC9K6KAUhQBXwRfUZqFCEoIHXwJvUPoHUJLSIAEgoT0ss/3I98MuyShmZCdmfv6A9ndmZw7Z3Zm9tkzZ/YBiYnZcBnurFnAqlVAp07A2LFZvHIiIiIiIiIiIu1hYc/GfbK5EdoVP4gVIQ0wt53t30wjW+bX27oV+OQToEoVYMkS3iyDiIiIiIiIiAgs7Nk8Owc7/HL4TbzhdAVj13tg++zjOd2kJwoMBAoVSrthbZa4dg3o2hXIlw8ICABcXLJoxURERERERERE2sbCnga4lnTFmjUm5EUsuox1w419N3O6SRmKigKOHQO8vQG7rNiy4uKADh2A+/eB5cuBChWyYKVERERERERERPrAwp5GVGpRFr99ch53pTA6NHuI+Kj4nG5SOjt2pN3jwts7C1YmAgwYAJw4AUyZArRqlQUrJSIiIiIiIiLSDxb2NKTt9HqY5LETx+IrY1DdIJu7mUaWzq83b17aKL02bYCJE7NghURERERERERE+sLCnsZM3t4ILYscwS9XPPBD19053RwrgYFA6dJA2bL/ckU7dwKjRwMVKwK//ppF1/USEREREREREekLKyYaY+dgh+VHKqK843WM+KsB9sw/mdNNAgBcvw4EB6eN1vtXN60NDQU6dwZy5wbWrAHy58+iFhIRERERERER6QsLexpU4PX8CFiZDGckotPw4ggLupXTTcK2bWn//qvLcBMS0m6WERmZNlKvcuUsaRsRERERERERkR6xsKdRVdtXwNKRp3HH/Co6Nr6HxOjEHG2PUtjz8nrBFYgAH38MBAWlzanXvn2WtY2IiIiIiIiISI9Y2NOwTnPqY1zdnTgUWxXD6h3KsXaYzWnz69WoARQp8oIrWbgQWLIEaN487S64RERERERERET0RCzsadz0PR5oVugofrrQCD/3ypmbaZw5k3b17Atfhrt/PzBsWNpdN/z8AHv7LG0fEREREREREZEesbCncfZO9vjjYBmUdgjFkN/q4dDiMy+9DYGBaf++UGEvPBzo2BFwdEy7WUbBglnZNCIiIiIiIiIi3WJhTwdeqVAIAb/HwR6p6DjgFdw+FfFSf39gYFpdzsPjORdMSgI6dQJu3wYWLwaqVcuW9hERERERERER6RELezrxVpdK+HnQcYSZi6Ozxy0kxyW/lN+blATs3g3Urw/kzfucC48YkXYZ7pgxQNeu2dE8IiIiIiIiIiLdYmFPR7r/0BAj3t6FPdE1MLr+/pfyOw8dAmJjX+Ay3CVLgP/+F/D2BmbMyJa2ERERERERERHpGQt7OvPN3gbwzH8C35/yxK8D9mb773uh+fWOHAEGDQJefx1YsQJwcMiWthERERERERER6RkLezrjmMcRf+57DSXtwzHw51o4tvx8tv6+wEAgXz6gTp1nXCAiAujQAbCzA1avBgoXztb2ERERERERERHpFQt7OvRqlSJYvfgfCExo/0E+3L14L1t+T3R02qW4TZo846C75GSgc2fg5k1g4UKgZs1saRcRERERERERkRGwsKdTdT54Ez/0PoKQ1JLoUv8GUhJSsvx37N4NpKY+x2W448YBu3YBQ4cCvXpleXuIiIiIiIiIiIyEhT0d+3CpBwZV2Y3t92viE4+sn29PmV/P2/sZXrx8OfDdd4CHBzB7dpa3hYiIiIiIiIjIaFjY07nvDr6DBvlO4dugxlgxLGvvlBsYCBQvDlSu/JQXnjgB9O8PvPYa8NdfgKNjlraDiIiIiIiIiMiIWNjTOScXJ6zaXRTF7W6j7/c1cGrVpSxZ761bwNmzaZfhmkxPeOG9e0D79mnX7Pr7A0WLZsnvJyIiIiIiIiIyOhb2DKD4W0Wx6odIJMMR7d93RtSV+/96ndu2pf37xPn1UlOB998Hrl8H5s8H6tX717+XiIiIiIiIiIjSsLBnEA0GVsN/uh7E1ZTX0f2dYKQmpf6r9SmFvSfOrzdxIrB1KzBgQNqluERERERERERElGVY2DOQj5Z74MMKe7Dlbh184bXnhdcjkja/3htvpE2bl6G//gK+/hp45x1g3rwX/l1ERERERERERJQxFvYMxGRnwoLDdVAn71lM29cYAeMPvtB6Ll0Cbt58wmW4Z84Affqkzae3ahXg7PzijSYiIiIiIiIiogyxsGcwuQrkgv+2gihiikSvb6rg/IYrz72OwMC0fzMs7P3zT9rNMhIT04p6mQ7pIyIiIiIiIiKif4OFPQNyq1cCf80NQzxyo30HEx6EPHiu5QMDATs7oHHjx54wm4Hu3YHgYOC77wB396xqMhERERERERERPYaFPYPyHP4WZrffh4vJZdGr3gWYU8zPtFxKCrBjB1C3LpA//2NPTpkCbNoEfPABMHhw1jeaiIiIiIiIiIhULOwZ2LBVjdC99D6su10P03x3P9Myx44BDx5kcDfcdeuAqVOBmjWB//4XMJmyvsFERERERERERKRiYc/ATHYm/HTkbbyV+wK+2N4IGycfeeoyGc6vd/Ei0KMHULgwsHo1kDt39jSYiIiIiIiIiIhULOwZXJ7CeRDwPxcUNP2D7lMq4vLW6098fWBgWt2ufv3/fyA6GmjXDoiNBVauBF5/PbubTEREREREREREYGGPAJR2L4kV06/hIVzQ/t1kxNyOyfB18fEm7NsHNGoEODsj7WYZvXsDFy4As2YBXl4vtd1EREREREREREbGwh4BAJpNqIUZLfbgbGIF9Kl9GmKWdK85csQJSUkWl+HOnAkEBABduwIjR77cBhMRERERERERGRwLe6Qau8ETnUoewKqw+pjVele65/fuzQXg/2+csWUL8NlnQPXqwKJFvFkGEREREREREdFLxsIeqUx2Jiw5Ug1VnC/jk80e2DrzqNXze/fmwiuvADVcrgDvvw8UKJB2s4y8eXOmwUREREREREREBsbCHllxKeaCNRudkA8x6PppGVzbHQoAuHsXOHvWEd6eKbDr2B548ADw8wPKlcvhFhMRERERERERGdMzF/YuX76MBg0aoGLFiqhTpw7Onj2bne2iHFTe+3Us/+IS7ksBdPCNRdzdOOzYAYiY0DRkCXD6NDBtGtC8eU43lYiIiIiIiIjIsJ65sDdw4EAMGDAAly5dwvjx49G7d+9sbBbltFaT62CK126cSHgDA+ocR+DWtJtpNA2aAXToAEyYkMMtJCIiIiIiIiIytmcq7EVERCAoKAg9evQAAHTs2BGhoaEIDg7O1sZRzpr4dyO0KXYIy683xNLFqSiDqyhTOTewbBlvlkFERERERERElMOeqbAXGhqK4sWLw8HBAQBgMplQqlQphISEZGvjKGfZOdjh10NvoJLTVSSbHeDtuAsICADy5cvpphERERERERERGZ5DVq5szpw5mDNnjvpzdHQ0QkNDs/JX2JSoqKicbkL2MwE//RSJcUNi4TvQFaF58gA67lOFIfr2/xkpK2CsvMyqX0bKy6z6ZaS8zKpfRsrLrPplpLzMql9Gy2vpmQp7bm5uuHXrFlJSUuDg4AARQUhICEqVKmX1ulGjRmHUqFHqzyVLloSbm1vWttjG6D0fALh94IaDHwChoQUMkVfBrPplpLzMql9Gysus+mWkvMyqX0bKy6z6ZaS8zKpfRsureKZLcV999VXUrFkTv//+OwDA398fJUuWRPny5bO1cURERERERERERJSxZ74Ud+HChejduzemT58OV1dXLF26NDvbRURERERERERERE/wzIW9SpUq4cCBA9nZFiIiIiIiIiIiInpGz3QpLhEREREREREREdkWFvaIiIiIiIiIiIg0iIU9IiIiIiIiIiIiDWJhj4iIiIiIiIiISINY2CMiIiIiIiIiItIgFvaIiIiIiIiIiIg0iIU9IiIiIiIiIiIiDWJhj4iIiIiIiIiISINY2CMiIiIiIiIiItIgFvaIiIiIiIiIiIg0iIU9IiIiIiIiIiIiDWJhj4iIiIiIiIiISINY2CMiIiIiIiIiItIgFvaIiIiIiIiIiIg0iIU9IiIiIiIiIiIiDWJhj4iIiIiIiIiISINY2CMiIiIiIiIiItIgk4hIdq3c2dkZRYoUya7V57iYmBi4uLjkdDNeGiPlZVb9MlJeZtUvI+VlVv0yUl5m1S8j5WVW/TJSXmbVL73njYyMRGJiYobPZWthT+9KliyJmzdv5nQzXhoj5WVW/TJSXmbVLyPlZVb9MlJeZtUvI+VlVv0yUl5m1S+j5bXES3GJiIiIiIiIiIg0iIU9IiIiIiIiIiIiDWJh718YNWpUTjfhpTJSXmbVLyPlZVb9MlJeZtUvI+VlVv0yUl5m1S8j5WVW/TJaXkucY4+IiIiIiIiIiEiDOGKPiIiIiIiIiIhIg1jYIyIiIiIiIiIi0iAW9oiIiIiIiIiIiDSIhT0iIiIiIiIiIiINYmGPiIiIyIZY3tfMCPc4M0JGBbPql5HyMqt+GSkvs+qX0fICLOxlCaNtOEbLaxRG61cj5WVW/TJSXiNlNZlMePDgAe7cuQOTyZTTzcl2JpMJERERCA4OBqDvvjZa1pCQEBw5cgQAYDabc7hF2ctofcus+mSkvMyqX0bLC7CwlyWSkpJw+fJlzJgxI6eb8lIYKW9SUhLOnz+P0aNH53RTsp2R+hUwVl5m1S8j5TVS1jNnzqBHjx6YO3cukpOTc7o52e7y5csYNmwYJk2ahPj4eJhMJt2ehBsp682bN/Hll19i1KhRePjwIezs7HRd3DNS3zKrPrMCxsrLrPrMChgvL8DCXpZITEzE5s2bsWXLFuzZsyenm5PtjJQ3JSUF58+fx86dO7Fy5cqcbk62MlK/AsbKy6z6ZaS8RspapUoVNG7cGGazGX///TcSExMB6Pcb5woVKqBz584oU6YMfv75Zzx8+FC3J+FGylqyZEkMHjwYjRs3xueff46oqChdF/eM1LfMqs+sgLHyMqs+swLGywsAJtFzupcoLCwMf/75J27evAkfHx/4+vrmdJOylZHyPnz4EFu3bsX69evRqFEj9OnTJ6eblG2M1K+AsfIyq34ZKa8RsqampsLe3h4pKSn4/vvvERYWBnd3d7Rs2RJOTk453bwsIyIwmUxq3tTUVKxduxZHjx5F4cKFMWDAAOTNmzenm5kljJQ1ISEBuXLlUrOazWacOHEC69evx7179/Dll18if/78Od3MLGOkvmVWfWYFjJWXWfWZFTBe3sdxxN4Lunr1KoBH84W89tpr6NixIypXroxVq1Zhx44dOdm8LGeUvCkpKTh16hSAR1nz5csHLy8v9OzZE2vWrNHVyD2j9KvCSHmZVZ9ZAWPlNULWe/fuYd68eZg2bRoAwN7eHsnJyXBwcMDIkSMRERGBH3/8EUFBQTnc0qzxzz//YPbs2Rg2bBiAR3nt7e3RoUMHJCUlYfXq1diyZYv6zbpWv4M2UtbY2FjMmDEDPXv2BPAoq52dHWrWrIm8efNi7969+OWXX9T3s1azAsbqW2bVZ1bAWHmZVZ9ZAePlzQwLe88pJiYGv//+Oxo3boxLly7Bzs4OKSkpEBGUKlUKIoI9e/bg+PHjiI2Nzenm/mtGypuQkID169ejQYMGOH78uFXWAgUK4Pbt27h+/TrOnDmD+/fv53Rz/xUj9StgrLzMqs+sgLHyGilrSkoKIiMjcfXqVRw6dAgA4OjoCADYunUrbt68CW9vbxQrVgxmsxmpqak52dx/zd7eHgUKFEBISAjWr18P4FHeLVu24OjRo+jTpw/q1q2LlJQUJCUlafYGIkbK6uzsjLp16+LWrVtYtGgRgEdZN23ahM2bN2Py5Mno3LkzEhMTERcXp9msgLH6lln1mRUwVl5m1WdWwHh5MyX03C5evCjjx4+XkSNHyrVr19TH16xZI76+vhIYGCiRkZESGhoqp0+fzrmGZhEj5Y2NjZUvv/xS2rZtK+fOnVMfX7NmjTRr1kz27dsn8fHxcv36ddm+fXsOtvTfM1K/ihgrL7PqM6uIsfIaKeuVK1dk1qxZMnLkSNm5c6eIiKxfv16aNGmiHosCAwPl3Xffle3bt4vZbM7J5v5rUVFRsmLFCunRo4esXLlSRB7lPXPmjIiIbN26VTw9PeWPP/7QdF4jZRUR2bt3r/j4+Mi8efNERGTDhg3i5eUlp06dEpG07bhWrVoyd+5cSUpKysmm/mtG6ltm1WdWEWPlZVZ9ZhUxXt6MsLD3HCw3gDNnzsjnn38uAwcOlPj4eNm2bZt4eXnJsWPHRETk2LFjUrRoUenSpYtERUXlVJP/FSPltcwaHR0tM2fOFB8fH7l3757s3LlTvLy85Pjx4yIicvToUSlZsqQ0atRIIiIicqjFL85I/SpirLzMqs+sIsbKa9Ssly9flpkzZ8qkSZNkxowZVsed4OBg8fb2FpPJJAsXLsyh1matyMhIWb58ufTr108mTJggTZo0scrr4+MjJpNJvvrqq5xtaBYwUtaUlBTZvXu3tG7dWj766KN0WZs1aya5cuWS4cOH52g7s4qR+pZZj4uI/rKKGCsvsx4XEf1lFTFe3sc55PSIQS2xHLJZpUoVdO7cGZs2bUKnTp0QHx+Pb7/9Fm+//TYuXryIyZMno0qVKrC3t0fBggVzsNUvzkh5LbPmy5cPgwYNQr58+dC8eXO4urpi1qxZeOutt3Dx4kV88cUXqF+/Ph48eIBXXnklB1v9YozUr4Cx8jKrPrMCxsprlKwxMTFwcXFR53kpX748BgwYgLFjx+LmzZuYO3cuqlevjkuXLmHw4MHo1q0bSpQogaJFi+Zwy59fYmIiYmNj4erqCgcHB4gIChcujG7duuHUqVM4ceIEvv/+e1SpUkXN26dPH7z99tsoXrw4gEeTYts6I2V98OAB4uPjkSdPHri6ukJEYG9vDw8PDxw+fBjbtm3DggULULlyZTXrRx99hPbt2yMmJgZA2vyZdnbamBnISH3LrPrMChgrL7PqMytgvLzP5OXWEbUpJiZG9u7dK8HBwSIikpiYqD63ePFi8fX1lfPnz4tI2qVDTZs2lRUrVkhgYKC4u7vnSJv/DSPlvX//vmzYsEEOHjwoIiIJCQnqc+vWrRMfHx+5ePGiiDzKunz5cjl//ry88847kpqamiPtfhFG6lcRY+Vl1jR6yypirLxGyRoXFyfbt2+X2rVrS1BQkIiIJCcni4jIgQMHxN3dXQ4fPiwiIhcuXJCmTZuKn5+fiIh8+eWXMn/+/Jxp+AtKTk6WPXv2SPny5SUwMFBERL0Ec+/evdKgQQN1agsl7x9//CEiIvPnz5dPPvlEREQTl80YKauIyKFDh6Ro0aKyatUqEXmUdefOnVK/fn0JCAgQEZHz589bZfXz85NevXqJiGjmPMpIfcus+swqYqy8zKrPrCLGy/usWNh7CrPZLGFhYdKoUSNp06aN1XNbt26Vd955R7744gsRSX8CHhkZKS1btpSUlJSX3ewXZrS8iYmJ4u3tLXXr1rV6fMuWLVKvXj0ZOnSoiKTfKSQnJ4u3t7fcvXv3pbf5RRitX42Ul1nT6C2riLHyGimriEhoaKgMHDhQ+vXrJ+Hh4SIisnr1avH09BQPDw+5evWqXLp0yeq4IyIyadIkGTVqVE41+4WZzWYZM2aMNGnSRK5fvy4iaXmbNGkijRo1koMHD0pwcHC6vPPnz5e+ffvmVLNfiJGyiqQVm0uVKiWXLl0SERF/f3/x8vISb29vWb9+vVy9elUtwitWr14tnTt3zqkmvzAj9S2z6jOriLHyMqs+s4oYL++z0MbY9xxkMplQokQJLF26FCkpKRg3bhyAtDusTJ8+Hc2aNUORIkVw48YNDBkyBH379sX777+vLh8dHY3o6Oicav5zM1peJycn/O9//4PJZEKPHj0AAH///TdmzZqF999/H0WKFMHly5fVrF27doWIICkpCUlJSeqlJLbOaP1qpLzMqs+sgLHyGikrAJQsWRLjx49HsWLFMHXqVCxbtgw//fQTZs6cCXd3d6xYsQIjR45UjzuKsmXLInfu3DnY8hdjMpnw9ddfo0mTJujXrx9+/vln/Pzzz5g9ezbat2+P1atXY/jw4enyvv7663BycsrBlj8/o2SV/7+E/LPPPsPgwYPh4+OD+fPnY+HChZg3bx769++PjRs3YtiwYfjwww/RpUsXddkSJUrA3t7eaj1aYJS+BZhVr1kBY+VlVn1mBYyX95nkcGFRU65duyZt2rSR5s2bi6+vr5w7d06OHz8uFSpUEC8vL/ntt9/U18bFxcmdO3fEw8ND7t+/n3ON/heMkFe5/ElEpEGDBlK7dm3x8vKS06dPS0hIiJQrV048PT3l999/V18XFxcnsbGx4uvrK7du3cqJZv8rRuhXS0bKy6z6zCpirLxGyhoeHi5NmjSRIkWKyKFDh0REZPbs2VKsWDHZsGFDutf7+/vLlClTRES7l5C0bt1a8uXLp06B8euvv0rBggVl06ZN6V4bGBgoQ4YMERHtXLJpSe9ZLbfB999/X3Lnzi379+8XkbS74ebNm1e2bNmSbrnDhw9Lp06dJDU11eo8TEv03reWmFWfWUWMlZdZ9ZlVxHh5M8ObZzyH0qVLo3Xr1hgzZgwWLlyIypUr4/79+wCAKVOmwN3dXX1t7ty54eTkBGdnZ6SkpORUk/8VI+R1cHBASkoKHBwcMHXqVHTv3h3ffvstqlatCrPZjIIFC2Lq1Klo1KiRuowyWiIpKQmxsbE51fQXZoR+tWSkvMyqz6yAsfIaKWvx4sXx9ttvY/DgwahRowYAoGjRomjdujWaNm2KS5cu4fr166hcuTKKFy+OyMhIODo6AoBmJ3z29PREv379UKVKFQBAsWLF0LRpUzRo0ADHjx/H2bNnUa1aNZQtWxYPHz6Eq6srAGjmBguW9J7VZDKpN79o3bo1evTogTfffBMigpIlS6Jx48Z46623sG/fPhw6dAjVqlVDjRo1YDabUaJECdjZ2Wkm6+P01LfylAnk9ZT1aYyQNTU1VR0xa4S8CmbVZ1bAeHkzw8Lec/L09MT+/ftRvnx5AECePHlQuXJlxMTEYMGCBTh37hyKFCkCDw8PNGzYEMWKFUPhwoVzuNUvzgh5HRzS3gaVKlXCgQMH8OqrrwJIO/AVK1YMoaGh+Prrr3H06FEULVoUNWvWRJ8+fVCiRAn1rjpaY4R+tWSkvHrMannXRMv/6zHrkxgprxGyKtvy7NmzATy6JLFcuXLYunUr/P39cfDgQRw8eBDJyclYuHAhgoODNXvcUYoHY8aMsXq8UqVKcHR0xJ49e3Dy5En8/fffSEpKwujRo3HmzBn1A6iWKH1rhKzK/rhbt25Wj1eqVAkuLi44deoUQkJCEBgYiE2bNqFFixZITU3V1CW4lvS4HStFvVu3bqF48eLq9qvHrIqQkBCUKlVK/VnPWZVC3p07d1C0aFHY29sbah9lpKx63o4zYrS8T8PC3nOqWLEigLQNyWw2w97eHq+99hoSEhJQsWJFmEwmrF69Gi4uLrh79y4iIyNzuMUvRjnh0lvex7+VtPy5ZMmS6mMiAkdHR9SoUQOFChVCtWrVUK5cOQQGBuLatWtYs2YNIiMjkStXrhzJ8SyelFVv/ao4c+YMSpYsiQIFCug+7969e1G1alUUKFDA6nG9ZVVOSE+fPg1nZ2c1H6C/rJnR6/4YyLhoKyK6yprZaBg7OzurkROWx6ICBQqgW7du6Ny5MxwcHPDbb7+hbNmyKFq0KJo1a/ZS2/8ilMyW2TMbEeTq6gp7e3v4+vqidevWmDhxIrZt24a6desiKioKVatWfZlNfy6W268lOzu7DJ/TQ9bk5GSYzWY4Oztnmh8A7O3tkZqainfeeQfNmjVD3759ceHCBZQpUwb+/v42ndXS/fv3YW9vr47w0ON2rOyHRo8ejWHDhuGdd94BoM+sABAcHIxt27Zh4MCB6mN6zaocPw8cOIA2bdrgp59+Qvv27TN932o5r3K8SUxMhIjAyclJHRWst/1xZucVlqOoLWk5K/DkvJbnUQqt531RLOw9xnLDyWhDUZhMJphMJtjZ2aFChQqoWrUqypcvj2bNmqFr164oUKAAdu3aBQ8Pj3TrtSXKmz8+Pl79BjVXrlxwdHS0+jZVD3mVrFFRUYiKikLZsmUz3NlbtrtEiRIoWrQoqlevjurVq6NVq1bInTs3Dh8+jKpVq2Z6sLAFJpMJd+7cwY0bN1C3bt1Md4ha71fg0Xt1/vz5uHPnDgICAnSbV0SQmpqKM2fOWF2S+Dg9ZFVOSPfv34/GjRvjww8/xPz582Fvb2/VVj1ktXT37l3cu3cPefPmRf78+ZEvXz7d7Y+VNqWmpqr7z4z2o3rIajKZcOPGDRw7dgzXrl1DjRo14ObmhooVK1qNnFA4OjoiOTkZANSpInr27InIyEhs2bIFLVq0yKkoT6X8/aOjo5E/f/50xb2M5MqVC87OzrC3t0dCQgJy5coFb29vREVFYe3atahVq9ZLTPDslH47efIk/P39ceLECVSpUgVNmjSBj49Phtuz1rMGBQVh3rx5uHr1KiZPnoymTZtm+npHR0cUKlQIDg4OSE5OhqOjIypVqoTo6GisWrUKo0aNeskpno+IIDY2FjNnzkS1atXQqVMnODs7Z/p6Lfetvb09jhw5ghUrVqBevXpqYS8zWs2quHv3rvrFvF73T8Cj9+3evXvh7e2Npk2bqttwZrm1nNdkMiE4OBi//PILLl++jHLlyqFevXpo06aNrvbHQFrWy5cvY+vWrbh16xZq1aqFGjVqoEyZMhl+NtVyViAt77Vr13Dw4EFcvHgRb731FgoWLAhPT88MazVaz/uibK8akcOUN0p8fLz6bePTREdH4/bt22phTBkttGrVKrz11lvqem2N8qY/dOgQ2rZti7p166Jq1aoYM2YMwsLCMm2zFvMqWffv348mTZrA3d1dnTcvo5298iE6NjYWkZGRMJvN6rc/ALBx40a1qGKLRT2l/YsWLcJ3332H8+fPP3UZLfYr8Kiod+DAASxdulSdX+FptJrXZDLh0qVLOHfuHJKTk3W7j7I8IW3cuDE6d+6MihUrwsHB4Ylt1WJW4NF7NiQkBFOnTsX8+fMxZMgQTJ06Fbdu3dLV/hhIa9OVK1fw8ccf44MPPoCPjw/++OMPhIeHq984P06rWW/evInVq1ejRIkSKF26NH744QcMGzYMn3/+OYD0x5AiRYrAzc0NQNrJqbJtxMXFoWXLls+8j8sJJpMJt27dQv369bFmzRr1sSdddpkrVy71izbLvGazGZ6enqhdu/bLaPpzszynOH36NFJTU7F48WJMnToVQUFBGS6jh6yxsbGws7PDnDlz1AK0QnnfKtu0chdn5ctik8kEBwcH1KxZEw0bNnzpOZ6HyWSCi4sLjh8/jgkTJmD9+vVISEgAkPGdfLXYt8pxds+ePWjYsCEmT56M4cOHP3U5LWYFoJ4v/f7778ifPz+AjI8Zlv2r1ayW51BeXl4YM2YMZs6ciWXLluHKlSuZHiu1mhcAbty4gXXr1qFbt26YMGECihQpgu3btyMqKko371mljTdv3sRvv/2GpKQkxMTE4MMPP0S/fv2wZMkSAI9GjSu0mNXSzZs3sXbtWlStWhUNGzbEnj17MGLECHz00UdITExM93qt531RtleRyEEigsTERHz00Udo3rw5EhISnqm4p1weo4wisbOzg729PVxcXGy6Iqx8+9qiRQvUrFkTEyZMQLNmzbBu3Tr88ccf6iVQj9NiXjs7Oxw/fhwtW7bEu+++i2nTpqFs2bK4d++e1euUvMoBr1y5cihWrBjs7OxgMpnUbwUePnxo8x+ugLQPiCtWrMCUKVNw7tw59XnLA5ySWYv9KiKwt7fH7t274eXlhU8++QRfffXVMy2rxbyKs2fPws3NDY6Ojs80T4TWsiqjuJQT0tGjR+P3339HVFQUZs2a9cRltZZVoYzqWrlyJT766CN8//33GDlyJEwmE8LCwjJdTqt5Q0JCsHbtWnTs2BFDhgxBgQIF8Pnnn6N///64ePGiekmuJS1mjYqKwq+//ormzZujXr166NChA77++mv4+Pjg22+/Ra9evdTXKvvi1NRU9UYgqamp6v78u+++s8nC5eMSEhKQnJyM4cOHY+3atQCeXtxTLp0ym81qxlmzZtn0DVEiIyPx2WefYfbs2QgICMDGjRvh7++PGzduYOfOnZkup8WsDx48wKxZs/DDDz/A398ff//9N8aMGYPw8HAcP34cx48fB/CooKdsy8nJyWpeJevXX3+NpKQkm9+WlQwdO3ZEnjx5MGjQIGzYsAHx8fFq25VtWvlXa31rZ2eHo0ePwtPTE1988YX6ZYMiPj7e6mfLzwRaywpAPV8KCwtDwYIF1cdFBA8ePFB/fvzLJa1ltSzYent7Y8SIEZgyZQqqVauGbt264ciRI+rrMqK1vEDaF39Lly5FixYtULlyZbz11lto27YtYmNj0+1vlMEagPayKueE//nPf9CrVy+MGDECc+fORUBAAHLnzo3p06fjp59+ApD+S0OtZVVER0dj5cqVaNGiBapVq4ZmzZrh008/xcSJE/Hnn3+ibdu2CAkJSbecVvP+GyzsWTCZTHB2doaLiwsuXryINm3aPNPIvUKFCsHFxcXqMeUEvFixYtnd7BeiXM63dOlSTJ8+HTNnzkSvXr2waNEiNGvWDL/88ov6welxWsurzJm3fv16zJo1C1999RX69u2L/v37Y+vWrZg7dy6+++47XLhwIV3eAgUKIF++fFaPLVq0CE5OTlZzfdmqunXrYuzYsVi/fj3Gjx+Ps2fPAkjb1pW7TCqZtdavwKNiSOPGjTF06FBMnjxZfS4iIgKXL1/GvXv3EBMTA8D6JEaLeRWHDx/GjRs31J9DQkIQFBSE8PBw/PPPPwC0m9WyWOvt7Y2RI0diypQpAICxY8ciT548T1xeS1kVyomHcnnAm2++CSDtBhJubm64cuVKutcrtJZXRBAfH4+ZM2fCw8MDvr6+qFOnDv78808MGzYMN2/exNChQ3H9+vV0H/y1lhUAXFxc8Prrr6Ny5cpITk6GiKB8+fLo378//vvf/yIgIAC9e/cG8GhfnJqaCldXV/XYBQDXr19H8eLFMXLkyJyK8syOHTuGRo0awcPDA0OGDMG6desAZF7cExHkyZMHKSkp6n4rIiICxYsXx8SJE19q25+Hs7Mz6tSpgx49eqijSD08PDB+/Hhs2bIFANJ9gDCbzZrM6uLignr16qF9+/YA0u5GPW/ePLz33ntwd3eHt7e31Xxlyjmzo6OjVdbo6GgUK1YMkyZNApDxyDdboex/ypYtiyNHjsDDw0Mt7gHAvn37sHLlSrVoqdW+vXnzJnr37o0PPvhAfWzhwoXo0aMHatasif79++OXX34B8GheUK2+ZxUxMTGIjo4GAPj5+WHs2LGoXLkyevbsiYULFwLQdlalYKt8MTpt2jT1RoHFihXD6dOn1dc9Tot5gbQbbMXHx6tzYaampqJMmTJo27atOvL21KlTAKAO1tDqezYlJQVOTk4oX748kpKS1FFo06ZNQ+XKlbFw4UIEBgZaLaPVfgWAvHnzIm/evKhUqZJ6HvXKK6/gvffeQ0BAAE6ePIlBgwapxxOtvm+zAgt7FsxmM8LDw1GtWjV8++23uH37Ntq1a/fU4l50dDTu379v9UE6f/786gm4LZ64KKPPHB0d1UtSlUsq5s6di8KFCyMsLCzTy6G0lFeZo6lAgQKoU6eO+viKFSswffp0LFmyBNOnT0eNGjXUDyBKX9+/fx/R0dFWmZydndUTWFvL+rjExES0a9cOx44dw9atW/Hpp5/in3/+wYYNGzBp0iSrbyi11q8KZ2dnfPPNN2jfvr26DU+fPh1eXl6oXLkyqlevju7du+PUqVNWQ9O1mhcAihYtqrYvICAA06dPx+DBg+Hh4YEuXbrg9OnTms2qXGrcsmVLTJgwAdOmTVMvgRcRnDp1Cps3b850eS1lVVh+iaIU3JX2t2rVCkWLFsWCBQuwYMECHDhwwKrgpbW8JpMJuXPnRnR0NMqVKwcA6uVtQ4cOxcCBA3Hz5k0sWLAg3WgRrWRV2mc2mxESEoLly5fj+vXrVnPX5suXD507d8a8efPg7++PGTNmWK2jTp066mWLAHDx4kXkz5/faqSBrXj8PMHV1RWjRo3C+PHj0aBBAwwePPiJxT2TyQQvLy84OjqqeU+ePAkA6km8rbDs2xs3biAsLCzdfMx169ZVb2qk5FEKfHZ2dprMGhoaCkdHR3VesosXL+Lhw4dYuHAhVq1ahXHjxsHPzw/9+/cHkFbQA4AWLVogb9686t8nKCgI//zzj3qOZUuj9iy3Y8sRHrdv30ZYWBhWr16NmjVr4uOPP8b48ePRqlUrVKhQQX2dFvsWANzd3dGjRw+cP38eiYmJmDx5MsaOHYuIiAg0bNgQ165dw4wZMzB16lQAUEdMazGrco54//59HD58GKmpqYiLi8OIESMwZ84cpKSkYOrUqfjiiy8AaC8r8Ojzy4YNG1C3bl1Mnz5dfT8CwDvvvIOkpCT8+OOPGS6vpbyW+6ioqCgEBweroxHt7e1x48YN/PHHH2jdujWaNWuGJk2aoHXr1rh79y6AtPest7e3prKKCK5cuYIffvgBV69ehZOTk/olYI0aNfDJJ5/g4cOHWL16tdVyWupXSyKC+/fvY/v27bh8+XK6ewB4enrCz88P+/fvV88Ftfi+zTJCVs6fPy8LFy6U5ORkWbx4sVSpUkV8fHwkLi5ORERSUlLSLXPjxg1JTk5Wf965c6eMHz9e/vnnn5fW7hc1fvx4OXnypNVjMTEx4uvrK+fOnROz2SwiIsnJyWr269evW/0dtJL3r7/+kpCQEBERiY2NlXHjxklYWJgkJCTI8ePHpXfv3pI7d26rv8edO3es+nbXrl0yatQouXfv3ktv/4sIDw+XxYsXi4jIvn37JHfu3FKvXj1xdXWVbdu2iYhIamqqiGh7Oz579qxs3LhRzp07J5999pnkz59fxo4dK+vWrZN58+ZJ9+7dpXr16nLhwgV1GS3nnTdvnpQrV04iIiJkz549Eh0dLSIiy5YtE3d3dyldurScPn1afb3Wsp47d04aNWok586dUx9T9kWnT5+WESNGyN27dzNcVmtZLU2dOlWaNWsmISEhEhYWJqdPn5aePXtKq1atpHr16tK0aVOxs7OT+fPnq8tcv35dk3krV64sw4cPV39OSEhQ/z9ixAgpVqyY3LlzR0Qe9b2t962yL1X+VYwbN04GDRok9+/fF5FHeUREHjx4IDNnzpROnTpJeHi4+nhERIT6/0OHDsnw4cPlxo0b2dj655dZ3h07dqjH2iNHjkiXLl3ktddek7Vr16qvsfwbiIja18oyI0aMkOvXr2dX059bZln/+usviY+Pt3osNjZWBg4cKCKPclruy8LCwtT/aynrvXv31PffnTt3ZN26depzCQkJ4ufnJ+XKlZNdu3apj1tux0ePHpXRo0fbVFaRzPMqVq5cabXtvv322+Lo6CifffaZ+pjSz1rdjiMjIyUwMFAmT54sRYsWlVWrVqn7q8jISFm9erU0a9ZMDh06pC6j1awiIqNGjZLGjRunO8cPDg6WIUOGSIkSJaz63NazijzKafn5LCAgQB48eJDuNcHBwfLTTz9lui5bz5tZ3y5cuFDy5csnzZs3l27dukmFChVk6dKlcvDgQQkLC5OgoCBxc3OT7t27q8toNau7u7u0atVKbt68KSIiiYmJ6nPLly8XBwcHuXjxotUytp5VJP25gWLixIni6+srt2/fFhHrv4fZbBY/Pz/x8PCQEydOqI9rIW9WM2xh7/ENR/k5JSVFPSFNTEyUpUuXpivuWR4ERESSkpLU/589e1YmTZpkcyfgj+dVMgQGBlpt5MrrvvzyS/WgLpJ2QqYc0C1PYm0x7+NZLQ9yyv+Tk5NlzZo1Vh8mQ0NDpUOHDvLll1+qj1n29YULF2Ty5Mk2ndXyZ7PZLNeuXZNx48apOb755huxs7OTBg0aWPWviDa3Y8sd+6lTp2Tx4sVSuXJlWbx4sdVBLiQkRIYNGybff/+9+pit531S3/79999SokQJ2bNnT7rl1q9fL++8844MGjRI/ftoLauIyLVr1+TWrVvpXhcfHy/ffPONWgR5fFlbzyry5O3Y3d1datSoIW+++aa88cYbsmzZMqvC1U8//SR58+aVS5cuiYj1PsoW82Z27Jk6daqUKVPGqkhp+XyVKlVk0qRJVs/Zct8qfXjs2DEZNGiQeHl5ia+vr+zdu1eWLl0qtWrVkoULF6rnEZZ/l3PnzkmrVq3kyJEj6db7zz//yK+//iqhoaEvJ8gzyihv8+bNM9wnZVbcy0hMTIysXLnSZvpVJPOse/fulSNHjlh9cBYRiYqKkg8++EBEHhWshwwZIkOHDrV6nVay+vr6yp49e6y22ZSUFKtCtEhaAah9+/ayYcOGdOuNj4+XtWvXyrVr17K1/c8ro7wtWrSQvXv3qnmDgoJk+/btIvLo2Fu7dm0pUqSI/Pnnn+p72pJW+tbyPXvv3j1Zu3atfPbZZ1YfiEVE7t+/LwMHDpStW7emW69Wsir9KiLi5+cnJpNJ7VfLY8vFixelSZMmMnPmzHTrtcWsIunzNmrUSNq1ayd79+7NsLB5584d6datm2zZsuWJ67XFvE/aR4mIbNmyRebPny+//fabTJs2Ld3yJ06cEB8fH4mMjLR6XCtZle14+vTpUqlSJenQoYP6Of7MmTPy999/y4MHD8Td3V3WrFljtR6FLWYVedTOsLAwuXTpkpw5c0Z9bufOneLh4SETJkxQP79a5goPD5f+/fvLjh070q3XVvNmB8NeiqvMzbV//371Z+VyCjc3N6SmpsLJyQndunVT7xLbrl07xMbGwsHBwWpotzLEWRkK3LNnT5QqVSpHcmXm8bzKsNSaNWuql1Yor1P+jY2NVXPevXsXnp6euHr1qvp6W837eFZ7e3s1h3I5iIODA3x8fNTbvgNAyZIlUb9+fXXuCRFR/05A2pwcXbp0semsj1/mVKRIEbi6usLBwQFr1qzBf/7zH8ydOxfHjx9H7969rW6oocXt2PJy02rVqsHb2xtjx45F48aN1eHpAODm5oaqVavi6NGjANL61tbzPqlvvby84OLigmnTpqmvVy4xad26Ndq2bYtdu3ZZzXMEaCcrAJQuXTrdvGkmkwm5cuWCq6srJk6cmOEE7LaeFch4O05KSgIA7NmzB8uWLYO/vz8GDRqErl27qnfvS0pKQv/+/dGuXTt1fiBlH2WreTM79nTp0gVvvvkmfvjhB4wePRoXL17Etm3bMHfuXMTExKBVq1YIDw+3Wpct962dnR0OHDgAb29vJCcno2TJkoiMjESPHj3g4eGBatWq4fPPP8eqVavUyffNZjPMZrM6t9OtW7fSrddkMqF06dJ47bXXciBV5jLL26lTJ1y+fBnAo0vCateujTFjxsDd3R2DBw/Gpk2bAEC9w/Hj63Vzc7OpvBlljYiIQNeuXVGgQAF1TidF3rx51fYr5xhnz57Frl27rI7PWsl69+5ddOrUCcHBwQAezYNavHhxdTkRQeHChVG3bl11OgFL9vb2KFGihE1lBTLv2/fee0/NGxcXh7i4OKxZswYffPAB/vzzTxw5cgQ1a9bE0KFD4e/vn+7uwFrp28jISLz33nu4fPkyChUqBE9PTwwbNgyvvvqqupzZbEaBAgVQsWLFdDecU9arhawRERHo2LEjLl++jPfffx9NmjRB3759ce3aNau5ICtWrIjevXtnuD+2xaxA+rylS5dGaGgo3nvvPXWOXst9z6uvvooJEyZg27Zt6mWpma3X1vJmto/q0KEDLl++DF9fX3z88cfo0aMH8uTJg7i4OKSmpqqfFYoVK4a33noLhQoVSrdeLWS9desWevXqhc6dO2PcuHGIjIxEtWrV0LdvX3z66ad47bXX4OrqilKlSqmfeR4/T7bFrMoNX/bt2wdPT094eXlh6NChuHbtGoC0S25r1aqFFStWYN68ebh//776GdBsNqN48eJo06ZNhjebs8W82SbHSoo5KDU1VZKTk+Xdd9+Vdu3aWQ0tf3zEk8ijkXtvvvmmNG/eXERErl69mm7Ek4jI8ePHJTY2NnsDPKcn5c3M1KlTJTg4WP25c+fOUrZs2XSjFW0t77P27eOUkXyXLl2SWbNmZfias2fPaiarpV9//VX8/PykWLFisnnzZhER2b9/v+TNm1fc3d0zHJZsa/0q8uS8lt/aPN5uZZsNDg6WefPmZbhuW8v7pKxKnl9//VVcXV1l3Lhx6nOWo2n79+9v9S20QktZn/SenTdvnvrazF5na1lFnpz38f7673//q04NYDkC9bPPPrO6tE9ha3mfto+6fPmyzJgxQ6pVqyatWrWSnj17SlBQkIiIbN++Xby8vCQhISHdcUfE9rI+fPhQfHx8ZNGiRepjd+/elTp16shHH30kIiKNGjWS1157TebNm5fuUvI//vgjw2+aRdLv02xBZnnr168v77//fobLHDp0SLp16yalS5eWgQMHZjp6z9byPm9Ws9lsNVKkbdu2UqFCBfU9bLm/0npWEevj75IlS9RRUY97/JJlW/CkvF27dhWRtHOHtm3bSsmSJdONWKtdu7a0aNEiw2OQlvpWyWrJbDZb9e2iRYsyPc/UUlZlOw4ICJBq1apJw4YN5erVq1bLL1u2TBYsWJDhum0tq8iL7aMSEhJk/vz5mV79oLC1vM+yHScnJ0tERIRUrVo13XE1ICBAvv32W02/Z+vUqSMffvihiKTtV3fv3i1XrlyxGpE2Y8YM+e677zJdt61lFUkbmVi4cGH55ptv5Oeff5bhw4dbTecgItK3b195/fXXZeTIkVbTWoiIrFq1SjZt2pThum0xb3Yw5Ig9Ozs7ODg4IDY2Fnv27MHXX3+NQ4cOAbAeFaP838nJCV27dsUnn3yCO3fu4JVXXoG/v786ObKl6tWrP/WujS/bk/ICGU847urqipIlSwIA2rZti+PHj+PChQtwcHCw+obd1vI+a99aMpvN6ki+c+fOoWDBggDS/13eeOMNzWQF0ibrTkhIwIoVK9CvXz/4+fmhefPmSEpKQv369bF582Y4OjrCzc0t3bptrV+BJ+e1HLmntFuZZF4ZIXTgwAH1DseP962t5X1SViWPj48PevbsCT8/P4wYMQIA1NG0AQEBeOWVV6wmTFZoKWtG71nl56JFi+L8+fPq6zJia1mBJ+dVJgVWMu7atQujR48GAPUGImvXrkXevHnxxhtvpFu3reV92j6qfPnymDBhAk6dOoV169Zh4cKFqFWrFoC0m0uUK1cOzs7OViOnFbaW1WQyoXDhwujcubO6LypUqBAGDx6sjjzctWsXGjVqBD8/P/Tt2xenT59GTEwMNm3ahNjYWPVGVo+zpZyKzPIOGDBAHX2qULbnunXrYuLEiYiNjcWJEyfQqlWrDNdta3mfJyuQdpMXZURty5Ytce7cOZw9exZOTk5ISUmx2l9pOavSr8qNf7Zu3QpHR0fUr18/w3VbXh1iK56UVxmF5+bmhpSUFCxZsgRNmzaF2WxWnzty5Ag2bNiQ4TFIS337+IhD+f87/Sp9u3jxYkRFRaF27doZrltLWZWbNbVr1w7Dhg1DXFwcatWqhUWLFuHQoUNYvXo1UlJSrO7ybMnWsgLPv48ymUxwdnZGwYIFMWHChAyvflDYWt5n2Y4dHBxQpEgR+Pj4oHnz5li/fj2uX7+OVatW4fbt2xg5cmSG55dayTp48GB1ZHSuXLng4eGBsmXLolSpUurr4uPj1c8AGX32tbWsALB//3588803GDt2LPr164e+ffvil19+wcyZM/Hpp5/i6NGjWLRoEfr374+goCC0aNEC+/btw7Vr17Bp0yY8ePAAvr6+Ga7bFvNmB0MW9oC0ofUdOnTA+vXrERQUhFmzZj2xuJcrVy706NEDpUqVQrly5dQP0o/L6NbhtuBZ8yqUnUHHjh1x/vx5nD17Vh2qbnn3N1vM+7xZlQyrV69GQkIC+vTpo742o9fZkidldXBwQK5cuTBw4EBs2bIFTZo0gdlshqOjI1JTU+Hh4YHt27dbFcUUtpgVeHJeOzu7dJc5KQf52bNnIyQkBL169QKg/b4F0gpbY8eORffu3bFs2TLUrVsXkyZNwpw5cxAeHq5eppvZ9m5Lnuc9q/RdixYtsHnzZmzdujXT9dpiVuDpeZX344wZM3Du3Dl4enrit99+w/z583Hjxg2MGzfuifsyW/K07Vh5j9rZ2SFXrlxqptDQ0CeeiNlaVmdnZ5QoUQL58uVT22YymdCyZUs4OTmpJ+F+fn6YOHEiateujSlTpuDHH3/E1atX0adPn3T7MFv2pLwmkwkxMTFqFstM8fHx+OCDD7B3716raTJs2fNkTU1NhYuLC+7du4eWLVvi4sWLVudPGRWpbcnzZFX2xRs3bsSQIUOwe/dudO/eXVfb8YMHD+Dk5IR169ahWbNm6nKOjo7qtpvROZQtepG+nTNnDtq3b4///e9/GDVqlGb69klZ7e3t8eDBAwBAv3798OOPP2LAgAH44YcfMGfOHJw8eRJ9+vTRzP4JeL6+tczUrVs3vPfeexl+CWyrniWrMgBlypQp+OSTTzBhwgR89dVXOH36NAYMGKBux7Z0V+6MPG07zqhflZ8LFSqEdu3aqctowb1796wGm/z222+YO3cutmzZgv/85z9o3749pk+fjokTJ2LJkiXo0qULVq5ciVWrViE8PBy9e/fWzD4qu9jWmfFLFBERgbi4ONSvXx8LFizA4cOHn1rcu337Nt59910cOHAg3cg1W/c8eQEgPDwcZcqUwYkTJzR1Ugo8X9akpCQsX74crVu3xtq1a9GpUydN7RSelhUA2rRpAw8PD3X+ApPJpBZnH//G3dY9T9+mpKTgxx9/hLu7OzZt2oTx48frrm9ff/11TJo0Cfv27UPDhg3h6OgIOzs7DBo0SDMnLsDz75/MZjPy5cuHRYsWwdvbO6ea/cKellf5QFG6dGkcPnwY5cuXx7Vr15CYmIghQ4boqm+VUYpAWj8rmQoUKIDOnTsDyPjbZluTnJwMBwcHhIaGqo+lpKQAAAoXLow8efKoOfLmzYuePXti1apVGDNmjOb6FHh6XkdHRzXLrl27cPLkSQBAqVKl8M0338DBwQEpKSmaOPY8T9bdu3fjwoULOH36NCIjI3HhwgVNnT89T9YdO3bAz88Ply5dQmRkJL744gt1X62X7VgZZWhnZ4cdO3bgxIkT6jZrue3qbTvesWMHtm/fDjc3N5QqVQrLly9Xj0ta6Ntn7VcAiI2NxeDBg3Hs2DGsXLkSkydPVvfHWuhX4MX3xwDw7rvvWn2haOueJavyGefIkSPo168fTp48iR9//NGqb/WwHWfUr/b29ggODkZoaKimCrZA2ijaBg0aAEj7fF6kSBEEBQVh586dCA8PR6tWreDv74/t27ejfPny+PTTTzF79mx1hJ+W+jbbZNlFvRoTFxcn9+7dU3/evHmzuLm5SceOHeXgwYPq45bX4FvO82N5p1UteNa8ynwaH330kdSrV0/NnNEcR7bqWbOKpM1fsHHjRvniiy/UjE+a18vWvMh2rGXPkzc1NVXOnz8vy5YtU9+vGd0dzFY9z3acET1mzWgOVBFtZRV5/v3x47SU90X69vbt2zJ8+PAM5xG0Zffv30839258fLxMnjxZ4uLi1H5bvXq1tGnTxuquolrcRz9r3jVr1kibNm3SzZWjJc+aNSAgQNq2bSsjR47U5PmTyLNnXb9+vbRp00YuXLigbr9aOzcW4XacUda1a9dKmzZtrO5Mr7W+5f6Y27G/v3+67Vhrffu8/Xrv3j05c+aMOj+zlsTFxVkdL7dt2ybJycnq/LR37tyR+vXry4gRI9TXaK0/s5thC3uK1NRUdaOw/MCxf//+HG5Z9njWvGfOnNHsSaniWbNanqxo7cRFwe346Xn13rfKa7R8kON2zL5VWE4CrWUpKSkyZ84cefjwofqYp6enNG7cWNP9mZnM8np6euoub0ZZ3d3drW6moNXjzuMyytqoUSNp0qSJLvZPjzPS+zazvjXKe1av/SpirLzMqr/jrOVNxpQC5o4dO6R3796SlJSkq6xZxfavC8hmlsOsmzdvjp9++gkDBgzAd999BxcXF6SkpKB8+fLqpPta97S8ycnJKFeuHKpUqQIgbb4YLVw+kpEX6VvL+QO1hNsx+1bJquUh6NyO2bcuLi4wmUwoVapUDrY26yQkJKjzrgFpl5rcunULZ86cUS9/0srlXs/CSHkzyhoREYHt27erWbV63HlcRllv376ty34FuB3rtW+N1K+AsfIyq/6yvvLKK+r/lfNfFxcXVKhQQXOXGb8s2u/1LNa8eXMsWbIEQUFBaNKkCfz8/NQ3jh49nvePP/6Aq6ur+rxeTkoBY/WtkbICxsrLrPrMChgrb2ZZtVy8fJzZbEZ8fLw6d1H79u1x7tw5nDlzRp13TQ8n3woj5WVWfWYFjJWXWfWZFTBWXmbVZ1aFWMybd/fuXZQpUyaHW2S7tDkUK5soG07Tpk3RvHlzHDt2DDNmzNDVBw1LRsrLrPrMChgrL7PqMytgrLxGyWpnZ4fChQvDZDKhfv36iIyMxPnz5zV1M4XnYaS8zKrPrICx8jKrPrMCxsrLrPrMqlDODf/66y+kpKSgS5cuOdwi22US0cDt5l6ykJAQBAUFoW3btrC3t9ftG0VhpLzMqs+sgLHyMqs+swLGymuErAkJCahZsyZSU1OtvlHXW06FkfIyqz6zAsbKy6z6zAoYKy+z6jNramoqfvzxR/zvf/9Dvnz58Ouvv/Lut0/Awl4GLN8cerlO/UmMlJdZ9ctIeZlVv4yU1yhZN27cCF9fXzg4OOj25NuSkfIyq34ZKS+z6peR8jKrPgUHB2P16tUYNWoUHBwcWNR7Ahb2iIiIiLKZ3k++H2ekvMyqX0bKy6z6ZaS8zKpfqampupr/P6uxsEdERERERERERKRB+rzuhYiIiIiIiIiISOdY2CMiIiIiIiIiItIgFvaIiIiIiIiIiIg0iIU9IiIiIiIiIiIiDWJhj4iIiIiIiIiISINY2CMiIiIiIiIiItIgFvaIiIiIiIiIiIg0iIU9IiIiIiIiIiIiDWJhj4iIiIiIiIiISIP+D74o1u9JogJaAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:30:34.591731Z",
     "start_time": "2025-01-06T02:30:34.300854Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "x = np.arange(1, 100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #作图 1\n",
    "ax1.plot(x, x) # 作 图 2\n",
    "ax2.plot(x, -x) #作图 3\n",
    "ax3.plot(x, x**2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图 4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "f487f6adb087c0b3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 36
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:30:37.655897Z",
     "start_time": "2025-01-06T02:30:37.393830Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# add_subplot 方法----给 figure 新增子图\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x = np.arange(1,100)\n",
    "#新建 figure 对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图 2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "29afc4f1ae32ace0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:36:59.351139Z",
     "start_time": "2025-01-06T02:36:59.192468Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''题干 3 月份每天最高气温\n",
    "a =\n",
    "[11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23]\n",
    "'''\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,\n",
    "15, 15, 15, 19, 21, 22, 22, 22,\n",
    "23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用 scatter 绘制散点图\n",
    "plt.scatter( x, y, label='3 月份' )\n",
    "# 调整 x 轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\Windows\\Fonts\\STSONG.TTF', size=10 )\n",
    "_xticks_labels = ['3 月{}日'.format( i ) for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=0.4 )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "c1a3f0e1436201c6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 43
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:44:26.276520Z",
     "start_time": "2025-01-06T02:44:26.131020Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''假设你获取到了 2019 年内地电影票房前 20 的电影（列表 a)和电影票房数据（列表 b)，请展示该数\n",
    "据\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]'''\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\STSONG.TTF',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "3a7507b757c2e733",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 48
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:51:12.444574Z",
     "start_time": "2025-01-06T02:51:12.121387Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#10 直方图\n",
    "# 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,\n",
    "107, 114,\n",
    "119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,\n",
    "99,\n",
    "136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,\n",
    "95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,\n",
    "117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,\n",
    "116,\n",
    "108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,\n",
    "125,\n",
    "138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,\n",
    "102,123,\n",
    "107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,\n",
    "109,\n",
    "106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,\n",
    "144, 83, 123,\n",
    "111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,\n",
    "110, 111, 109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,\n",
    "105, 98,\n",
    "117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,\n",
    "100, 111,\n",
    "101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,\n",
    "101,131, 116,\n",
    "111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "from matplotlib import font_manager\n",
    "from matplotlib import pyplot as plt\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\STSONG.TTF',size=18) # 2）\n",
    "#创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "# 修改 x 轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0,20,1))\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "10f36e16cb70e59a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 52
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:52:11.128636Z",
     "start_time": "2025-01-06T02:52:11.031634Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10] # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\"\"\" 绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置，1.1 表示 1.1 倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从 0 开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text：圆外部文本\"\"\"\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,\n",
    "startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "f537a66e5bae89c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 53
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
